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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "ux1g-TwrEe5N",
+ "outputId": "8513af20-4631-4ea2-e809-d7f675081c1f"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Populating the interactive namespace from numpy and matplotlib\n"
+ ]
+ }
+ ],
+ "source": [
+ "%pylab inline"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "-MaZXclAEiGA",
+ "outputId": "9a200bde-dace-42b1-966f-c121a1101d7b"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Collecting mne\n",
+ " Downloading mne-0.24.1-py3-none-any.whl (7.4 MB)\n",
+ "\u001b[K |████████████████████████████████| 7.4 MB 4.8 MB/s \n",
+ "\u001b[?25hRequirement already satisfied: scipy>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from mne) (1.4.1)\n",
+ "Requirement already satisfied: numpy>=1.15.4 in /usr/local/lib/python3.7/dist-packages (from mne) (1.21.5)\n",
+ "Installing collected packages: mne\n",
+ "Successfully installed mne-0.24.1\n"
+ ]
+ }
+ ],
+ "source": [
+ "# we will be using the EEG/MEG analysis library MNE\n",
+ "# documentation is available here: https://mne.tools/stable/index.html\n",
+ "!pip install -U mne"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "id": "5q6p7Vp2Ek06"
+ },
+ "outputs": [],
+ "source": [
+ "import mne # let's import MNE\n",
+ "\n",
+ "# .. and the sample dataset\n",
+ "from mne.datasets import sample\n",
+ "\n",
+ "# These data were acquired with the Neuromag Vectorview system at \n",
+ "# MGH/HMS/MIT Athinoula A. Martinos Center Biomedical Imaging. \n",
+ "# EEG data from an electrode cap was acquired simultaneously with the MEG. \n",
+ "\n",
+ "### EXPERIMENT DESCRIPTION ###\n",
+ "# In this experiment, checkerboard patterns were presented to the subject into\n",
+ "# the left and right visual field, interspersed by tones to the left or right ear.\n",
+ "# The interval between the stimuli was 750 ms. Occasionally a smiley face was \n",
+ "# presented at the center of the visual field. The subject was asked to press a \n",
+ "# key with the right index finger as soon as possible after the appearance of the face."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "wPiwovpdImU4",
+ "outputId": "b1f3d0fd-2c80-438b-c794-89416fc1a59e"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Using default location ~/mne_data for sample...\n",
+ "Creating ~/mne_data\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Downloading file 'MNE-sample-data-processed.tar.gz' from 'https://osf.io/86qa2/download?version=5' to '/root/mne_data'.\n",
+ "100%|██████████████████████████████████████| 1.65G/1.65G [00:00<00:00, 530GB/s]\n",
+ "Untarring contents of '/root/mne_data/MNE-sample-data-processed.tar.gz' to '/root/mne_data'\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Attempting to create new mne-python configuration file:\n",
+ "/root/.mne/mne-python.json\n",
+ "Opening raw data file /root/mne_data/MNE-sample-data/MEG/sample/sample_audvis_raw.fif...\n",
+ " Read a total of 3 projection items:\n",
+ " PCA-v1 (1 x 102) idle\n",
+ " PCA-v2 (1 x 102) idle\n",
+ " PCA-v3 (1 x 102) idle\n",
+ " Range : 25800 ... 192599 = 42.956 ... 320.670 secs\n",
+ "Ready.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# and let's load it!\n",
+ "data_path = sample.data_path()\n",
+ "raw = mne.io.read_raw_fif(data_path + '/MEG/sample/sample_audvis_raw.fif')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "cl4dZERpcBEh"
+ },
+ "source": [
+ "**Task 1:** How many EEG channels were used when acquiring the data? [15 Points]\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "id": "37bn9S-dMn0p"
+ },
+ "outputs": [],
+ "source": [
+ "# Hint: You can use raw.info or raw.ch_names to figure this out!\n",
+ "# TODO: YOUR ANSWER"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "1qPhiTKRglIE",
+ "outputId": "641963d3-0013-459a-ba83-df5d2013dd29"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " head transform\n",
+ " dig: 146 items (3 Cardinal, 4 HPI, 61 EEG, 78 Extra)\n",
+ " events: 1 item (list)\n",
+ " experimenter: MEG\n",
+ " file_id: 4 items (dict)\n",
+ " highpass: 0.1 Hz\n",
+ " hpi_meas: 1 item (list)\n",
+ " hpi_results: 1 item (list)\n",
+ " lowpass: 172.2 Hz\n",
+ " meas_date: 2002-12-03 19:01:10 UTC\n",
+ " meas_id: 4 items (dict)\n",
+ " nchan: 376\n",
+ " proj_id: 1 item (ndarray)\n",
+ " proj_name: test\n",
+ " projs: PCA-v1: off, PCA-v2: off, PCA-v3: off\n",
+ " sfreq: 600.6 Hz\n",
+ ">\n"
+ ]
+ }
+ ],
+ "source": [
+ "# We can see the 5th row here (chs). The number of Gradiometers is 294, Magnetometers is 102, Stimulus is 9, EEG is 60, and EOG is 1\n",
+ "print(raw.info)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "HkJWfS61TWzM",
+ "outputId": "16db761f-657a-4d5f-d834-cdb3c354ba97"
+ },
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "60"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 8
+ }
+ ],
+ "source": [
+ "# We can also check channel names starting with 'EEG\n",
+ "len([x for x in raw.ch_names if x.startswith('EEG')])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "nSXEB9h6UCu9"
+ },
+ "source": [
+ "***Task 1 Answer:*** So, as can bee seen in both the code block above, number of EEG channels used is 60."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "8pSy9pW5cKO_"
+ },
+ "source": [
+ "**Task 2:** Let's look at some channels! [20 Points]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 660
+ },
+ "id": "dpcL98RXOBZO",
+ "outputId": "1e05e766-2dba-4e71-bbd1-34217180cbd2"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Using matplotlib as 2D backend.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+ " c = np.array(c)\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ],
+ "source": [
+ "# the code below plots EEG channels 1-8 for 3 seconds after 2 minutes\n",
+ "chs = ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008']\n",
+ "chan_idxs = [raw.ch_names.index(ch) for ch in chs]\n",
+ "ecg1to8 = raw.plot(order=chan_idxs, start=120, duration=3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "id": "99OwONlCchwX"
+ },
+ "outputs": [],
+ "source": [
+ "# TODO please plot EEG channels 50-60 for 1 second after 200 seconds."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "5dR-GMqIUaUU"
+ },
+ "source": [
+ "***Task 2 answer below:***"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 642
+ },
+ "id": "9tRQ0UkvgkrS",
+ "outputId": "d66e7237-33e3-4371-a632-cbc61549b2c0"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+ " c = np.array(c)\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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hwoW4u7vz/PnzNBZKXV1doqOjWbx4Mfb29ixevFjaduDAATp16pTmPBUrVuTjx48cPnyYAQMGcOzYsRzJnRmenp6sWLGCpUuXsm3btny3/kBSqYQKFSrk2wIvJ7x//54TJ05w8uRJNmzYwJcvX1iwYAEGBgbY2dkxfPhwPDw8uHjxIq1ataJChQpoaWnx9ddfc+fOHaKjozE0NMyVmKfbt29Tv379DPextbXF19eXiIgIevfunWPrbkHi7e1d0CLkiQvpV2CSKIrBAKIoJoiiuEEURVXfBgdAUWp2M9Alk7kbAY9FUXwqimIssCN5DrVRmJhr1qyZb1/Qo0eP0r59eyBpJejh4UHt2rXz5dwZYW5unq7FIyXHjx/PNAZEW1sbT09PlatqS0tLNm7cKNX2yAhBENK49l69ekXJkiWpUKFCpscrKF68uKS0HDx4kM6dO6extJw7d46pU6dKFWw3b97MiBEjePjwIbdu3ZIKzJUrVw4PDw/OnDkjdYJWl5CQEMqVK5elY/4NnD9/nsmTJyuN3bt3D0tLS3R1ddHV1c3R/IaGhiotBLq6uri7uyspJwocHBwYOXIkdnZ21KtXDyMjI8llefPmTRo0aKDyXEOHDuXhw4d8//33VKtWLc8aZ54/fx4zMzPq1atHpUqVePv2LUuXLs2Tc2XEpUuXaNOmTb4rvdlh5syZxMfHM2/ePEaMGMHIkSPp1auXtEA0MDCgTZs2ODg4IAgCw4cPZ+LEidSrV49bt24hiiL16tXLteygzMoiaGtr4+7uzuTJkylTpkyWFNS//vorp+LliGfPnim9TmnxKijUUWCKp3IhpfRLbEsx7pY8ZgmoaxcrL4piSPLfoShbaeyS3U+HBEGwTB77CghKsc/L5DG1ef78OSYmJmhqauabrzk4ODhTC0ZBYG5uzsOHDzPd79GjR9SoUSNH5ypbtqza+6XOFrlw4UKWA1EVN6XTp0/z4sULNm7cmKYA35cvX9DT00NDQ4O4uDgePXqEp6cn3t7eUnE8BTo6OowcOTJLK/AvX76wd+9eOnfunCXZ8wItLa1cqY2jLo8ePSI2NlbJPH/16tU0LpqckJ4LShAElZY6KysrunTpIhUPHD58OIcPH8bf3x9RFNN9+JiZmTF27Fi0tLTo1q0bu3btyrVrUPD48WMOHz7MTz/9BMCgQYMYN25cvsXpRURE4OLiwq5duwgICJAsxgBRUVEsX76cO3fu8Pz5c2k8ISEBd3f3fJFPga+vr6RshIaGYmFhwXfffYeGhga1a9dm06ZNaSpXd+jQQSpZoKWlRenSpalUqRK7d++mXr16WFlZcfv27RzJ9ezZs3RjFlNTokQJKU5Q3TpQz58/Z+3atbmWnJBV1qxZw4QJEySl9s2bN1SqVKlAZElJdlxIO1NsS+lCmpz6QEEQrJKVmyepFJ80iEnfVMW39QZgKoqiNfA7sE/N60l57mGCIPgJgqBUlvX27dtScGvdunWZM2dOhjeJ27dvK1W3zQ4ZxY4UJIaGhpnGdnz8+FFKec4PqlevzpMnT3j16pXk3lKVPZAZNjY2/PPPP/z1118MHz4cExMTpYepn5+flGLerl07Vq1aRaVKlShZsiRxcXG8ffs2zQPSwMCA8PBwtR4qCxcuZPbs2Vy6dAkTE5MsyZ4XmJmZ5ZnlQBVBQUH0799fqXJ0YGBggb8XDg4OUmyZIAjMmjWLCxcu0LVrV7WONzIyIjw8nLi4uFyVy8fHh8mTJ6f5npUvXz7Tthw55fXr10yZMoWhQ4eioaFBlSpVlD77J0+epGTJkgQEBDBnzhzp2r28vDh79iyQpKznlbIVHx/P/v37efPmDdevX2f9+vV8/vwZX1/fbMeSCYLAkCFD6N69O6ampkqKWWbExMQwffp0xo4dK7mcT58+TatWrbIlizrv27Fjx/Dw8ODo0aP5HuQtiiKBgYHMmjVLKgNy8uRJWrduna9yqCIvXEgBJMW9IIribVEUbYBDQHEV+74WBKEiQPLvN8nHRYii+Dn574OAtiAIxkAwUCXF8ZWTx9IgiuIaURRtRVG0VRIuIABLyySDTs+ePWndurW0Mk/tHggJCWHjxo1SunJqE5o6hIWFZTtuIz9QxCqoqpGxbds2li5dyoQJE/JNHoUCs3XrVtatWwdkHkCsikqVKuHl5UXHjh2lh0KVKlV48eIFhw8fxsfHhwEDBgBJgXVnz55l2LBhAEyaNEkqAJiaH374gWnTpvHLL7+kGxMTExPDp0+fcHV1ldJ9C5rcdH2cPHky05tuYmIiNjY20spWsX9+KcLqoqmpiZOTE7a2tpnvnMx3333HyZMnc3Te2NhYpcrM4eHhKu8T1tbWkqn++vXrOTpnenh4eLBo0SIqVqxI9+7dGTJkCJD0P1MUquzfvz89e/akV69ektISGBhI06ZNiYiIYOHChXkW9LtixQqeP3/O8uXLGT9+POPGjWPx4sU8fPgwR5bhnj17IggCGhoaaitfQUFBjB8/nqFDh+Ls7CxZoFLW3MoK5cqVS7c+UVxcHH///Tfw/+1S+vTpI2VWpeTJkyd5Fp916dIl7OzslD6L//zzT5YXlXlBXigwC4DFgiBUTjGmSnkB8AUGJP89APgLQBCECkLynU4QhEbJcr4HrgHmgiCYCYKgA/RKnkMtvnz5QlRUlFItk2bNmnHv3j1EUWTmzJmSeTgqKoq5c+cyd+5cqlWrxuLFi3FycspygbSUClNhZd68eUybNk16HRYWxurVqwkLC2POnDmUKVMm32SpWrUqz5494+PHj+jr6xMYGJitGg2K1XXbtm2lsS5dujB37lyuXLmCq6urtBLX0NDAx8dHisvQ19enX79+Kudt0aKFVFDN29ubt2/fptln9+7dkpsiJ5k2uUm1atV4+vRpjud58uQJLi4ukmLy9u3bdF1T2traxMXFERcXx969e6W2FkWdZs2aZTv48vr16/z555+MHz+e6dOnExwcTGBgYLruB0WsRmhoKIMGDeLly5dA0v0pNyweERER6OnpqfyOlS1blrdv3yKKovQ5btGihVJGW61atXjw4AEJCQlK1rbMCA8PZ8yYMZJV9P79+6xZs0blvu/fv2fUqFHMmzeP0qVLY2pqSvPmzTPsI5ZV6tSpw7Rp0zJ0icXHx7Nw4UKWLl2KqakpFStWpHTp0ty6dUvqO5dVatSoke4z5Z9//uHgwYOsXr1aCvq3tbWVXJ4pWbZsWY6V6vQ4fvy4FMNZq1Yt3N3dMTMzy7M6VlkhOzEwKbOQUsbAHAfJYuIBHBIE4a4gCBeBBOCIirldgXaCIDwC2ia/BugO3BEEwT95rl5iEvHAqOS57gG7RFEMUPdiR40alSbNF5Iedvfv36dv377cunULgCVLlkjpnkOHDqVKlSrs2bNHpfabEYVdgfn111+xs7OjcePG3Lt3j8jISKZMmULLli3TrfuSl+jq6nL48GHat2/P//73PwYMGMD333+frbkUXzoFlSpVYvHixfzyyy85krFevXoIgsDMmTOZP39+mu03b97MNBshv6lQoQIhISGZ75gJO3bswNvbG1/fpHXDggULGDduXLrWSTs7O8aNG4eOjk6mKaZFBUU8UVYViOjoaLZt20b9+vVZtGgRLi4ubNu2DV9fXxwcVOcilCpVitevX/PHH3+wbt06qXfYxIkT1QrAzwwfH590FQFra2vOnj2rZBnS1tZWahtSq1YtAgIC0NDQwNjYWO36S4sWLWLSpEksX76c6OhoVq5cSbly5aTPlYKQkBCVwftt27bFzs5O3cvMlF69ejF//nxKliypVD1cgSiKuLi4MHr0aKmAJ8CIESNYsmSJZLXKKtWrV+fx48eIopgmq+f8+fPMmTOH8+fPK7k4LSwsCAr6/1DQ0NBQatasiba2dq7FuaX8bMfExEjXPGDAAL799luGDh2aK+fJKZkqMKIoaqaKgXFOHm8pimLNFONtUxyzWRRFK1EU64ii2FQUxWEpgnVTzv1eFMU2oiiai6LYVhTFD8njK0RRtBRF0VoUxSaiKF5MccxBURQtRFGsLorivKxc7Pr161VW4qxcuTILFiygdevWaGlpERsbS3R0NBUrVgSSFJyePXtSrFixLOe+v3jxgsqVK2e+YwGhq6tL27Zt6dmzJz4+PmzZsoUpU6ZQs2bNAjP3K2o4mJqa0qFDh1w1VZYsWRIdHZ1cm6t169ZKDSlTB0AWFnLrfxkdHU3ZsmWJjIwkMDAQMzMzlixZwuLFi6XaJSndph07dmTlypXY29unW3ixKFK3bl2paWpq4uPj+e2339KM7969m59++onatWtTokQJjIyM+PDhA8+fP5fuNapo2LAhCQkJ2Nra8ujRI0RRJCwsLFdScB8+fCiVC0iNra0ta9euVWqsCUkK3Nu3bylVqhRmZmacOHGChg0bYm1tLS0AUzNo0CAplufkyZNYWVlhYmKCubk5gwcP5ueff8bBwYFLly4pHXfu3Lk0VZbzkl69enHgwIE043v27KFZs2bUrFlTaVxbW5vNmzdnWD08I6pXr869e/dYsWIFPj4+SplfHz58wMjIiM2bNystgr/++mul+jHnz5+nefPmNG7cOFdKPVy6dAkHBwfu37+f5vmlqalJgwYNCo1lueBtQIWAfv36MXv2bCpVqkSDBg1wdXVNN1tCQ0ND7SAqhQ+5sPn9VaGvr8/Hjx/5+PFjjjOOckrKCsLTpk0r1O+fvb09f//9N0FBQTx48IAtW7bQo0ePghZLJTl1OURFRVG8eJI3uEmTJowePZqBAweiq6vLlClT8PT0BNI21/w30qFDBw4dOqRy2+rVq3n16lUa92JAQECa6tiurq6Zpkr36NGDGTNmSMH0t2/fpnPnzjl2CT5//pwqVaqku11PT48PHz6ksSbWrVsXX19fatSogZaWFl5eXtjb20uB86l59eoVVapUYc2aNYiiyN9//y0V2RwyZAibN2+mVq1aCIKAgYGBUnmLW7du5asFu0SJEmlqRomiyKVLl/juu+9y/XwaGhro6ekRFhbGsGHDlCqRp3RxpyR1V2t/f3+srKxo06YNx44dY/Xq1TmKdztx4gQbNmzAx8cHHx8ffvzxx2zPldfICgxJX1RF6l2bNm2wtrbmhx9+ULlv7dq1pbohGfHhw4dCuxpPj1mzZuXYvfJfQxAEunbtipubG5cvX6ZTp06F1tJQtmzZHD30rl27Jin2HTp0YMqUKVI8mYmJCe/fvyc2NvY/ocCUKVOGmJgYTp06pTQeFxdHUFAQEyZMUFJwIiMj0/QmUxdBECSrobGxMV5eXnTo0IGEhAS+fPnCp0+fsnUN3t7emVbrnj9/fpoYuGbNmnHq1Kk0zUgrVKhAcHDanIo9e/YwYsQItLS0WLt2LW3btlV6H1IG6E+cOFHKuFEsFPM71qJu3brcuHEDHx8f9u3bx8WLF/PUCjRixAjGjRtHs2bNJAUmIiICAwMDlfsrCjJCUjB4YmIimpqaFCtWjDdv3mBsbJxuPJE6xMTEYGxsjJGREQ8ePCjU/ZpkBSYVenp6ODg4qCx5D0mN8jILVtuzZw9z5szB29u7UNQAUZdSpUoVamtHYaVFixZ4eHgwYMAAlb2eCguDBw9mzpw5Kn386nDt2jWpz4uurm6am/r333/PyZMnefr0abZN6kWJ6dOnc+DAASWL7Jo1a+jVqxc1a9bE39+fTZs28euvv7Jo0aJ0A8OzQuPGjblz5w6Ghob89NNPdOrUKUsNMRWIosi7d+8wNjbOcD9VBSwrVKjA1q1bVcYTGhoaSoHGCl6/fk3FihUZNmwYkZGR6S4OIelzNWrUKPT09Jg2bVq+uo8UODo68ssvv1CsWDEiIiLYvn17njb0NDY2xsDAQClE4f79+xkWOy1evDifPn1i27ZtShaSZcuW0a1bt2yX7vj8+bNkZR05ciSrVq3K1jz5hazAZBFFlgwkFahTVYL6ypUruLu7M3v27HS1aBmZ/EZPT49169axefPmbPXaiYiIyLAkgJ2dHVeuXJEKBP4X6Ny5s9SK4uHDh8THx2NjY4MgCLRs2ZLQ0FCcnZ2xsLBIU2AtO9SvX5/Ro0cDScGcBw4cICYmJsvuwfv37+eJa0YR1CKRaBcAACAASURBVKqI0VC40SHpQT1+/Hi15vnpp58YNGhQmkD8/EBbW5v9+/djb29P//79WbFiRa7FzanLvXv3MlRgOnXqxJgxY/j06ZNSBWmFnCVLliQiIiLL5/X19cXe3l56XRgyjTKicEtXCFFYKJ49e8a8efOYPXs2c+fOlbY/fvw4TaCXjExhQVNTkzFjxrBmzRoiIyM5f/68WselfBClh7a2NhEREQXSv6egaN68uWT237lzp1KSQKdOnXB2dsbAwIC+ffvmyvmKFSumZMHQ1dXFysoq3eDZ9Dh8+HCeWBUMDAxYsmQJmzZtQhRF7t69my13opaWVoHeR/NbYVGgUDwCAwNVWrgUWFlZMXXqVMaMGaNyu42NTbYsrYp4mqKCrMBkgzp16jBhwgRcXFxwdXXFwMBAKkZ08ODBPO00LCOTU8zMzAgPD2fWrFns3Lkz8wNISg1X9IbKiFGjRrFw4cKcilhk0NDQoFixYjx//pzY2NgCsbh269aNLVu2ZKnFwbt379Ru75FVNDQ06N+/P7Nnz2bFihW5prz9F7C0tCQgIIC4uLgMM30EQUg3ewySMsiy2rft0qVLWFpaFqkwgsJZ476Q07t3b4yNjSX/ccOGDfHz86NDhw68e/euUAc9ychAUsA2gLu7u1qxEAcPHmTs2LGZzpsbbpKixpgxYxgwYABr164tkPPr6urSqlUrqeBY6dKlMz0mr9NgbW1tKVasGFWqVCkwa0ZRpHHjxri5ueW4eruhoWGWLKGiKLJ9+3aWLVuWo/PmN7IFJpukDG5LL31QRqaw0759e6W6F0ePHsXR0ZE3b95IY6Io8vnzZ6UK1jL/j6GhIb6+vgW6cLG3t8fJyUmtcv7v3r3DyMgoz2WqW7duoW6jUhgpU6YM0dHR2e6rlBJBEPj48SN9+/bNtLO4t7c3jo6OhT7mJTVFS9pCip6eHl++fOHLly9KVRplZAo7lpaW+Pv7Sw36Tp06xeTJk5UKit25c0ct95FMwWJhYaFWv7bMAkRlCpbFixfTuHHjHM/z/fffM2vWLCZMmMDKlSvT3S82NparV6/yzTff5Pic+Y2swOQid+7cKdRtA2RkVOHk5MSsWbMIDw9HT08PGxsbqWkbwIEDB+S4rn8RsgJTuMkt956dnR0eHh40aNBA6mmlinPnzmWY2l6YkRWYXKJKlSps2LCBli1bFrQoMjJZokaNGrRs2ZLevXvz008/oaOjI1lkIKk2RHYaasrkP4IgkJiYmOE+L1++LNTtTWRyn+bNm7N7926V227cuKGUil2UkBWYXKJRo0a8fv1a9vnKFEnat2+Ps7OzVFpe0TIjJiZGDsIsQlSrVo3AwMBMa4AUpUwTmZxjb2/P+/fvVba/yKy+U2FGVmByCUtLS1xdXTPfUUamkJKy6mmdOnW4d+8efn5+2NraFqBUMlnB1taWQ4cOMWjQINavX69yH1l5+W8yfPhwjh8/rmRdLerICkwuoaWlhYWFRUGLISOTKyhaZpw+fbpAyrnLZA9LS0tiY2NxcXHhxYsXKhsTyvx36datm1LWYUhICOXKlStAiXJGoagD423r3ANo5+jnOtTb1nkiIALvHf1cNydvrwo4kaRwzXb0c03Tvczb1nkgEODo53rV29b5N8DT0c/1Ter9ZGRkMsfU1BR/f38MDAzk9OkixoQJEwDo06cPmzdvxsnJSdr29u3bIv3AkskZdnZ2jBkzhrCwMMqWLcvbt2/zpMt2flHgFhhvW+dGwEcgPHmogqOf61IgZTpPV8Ad2A20TXHs4hS/dwKO3rbOWkAZWXmRkck+giDQv39/qfu0TNGjZs2afPz4USm1+r/SaFNGNYIgsHDhQho0aIAoimzbtg1zc/OCFivbFLgCA7QiSVn52tvWuQpJ1hd1UThzNR39XKOABKAXsD93RZSR+e/RsGFDunTpUtBiyOSACRMm4OnpKb1+9OhRtnoTyfx70NPTw8rKCnt7e/7+++8iHRNV4AqMo5/rQkc/12XADUc/1yAg1NvWeTxwx9vWuYK3rXMnYC8wDvgROJ7i8Nrets6TgVrets5lgO3AxFT7yMjIyPwnKV68OBYWFty/fx9IUmBq1KhRwFLJFBZ0dXULWoQcUShiYAAc/VwnJf9emmqTwpoyVcVhdx39XN0At+TXH4D6eSOhjIyMTNGjV69eLF26lJkzZyKKYpErFy9TZEkkj40kRfqTrFB6ZGRkZGRUo6+vjyiKhIaGyjV9ZPKTPNcvirQCoy4LOY6jn1yjRUZG5r/JyJEjmTx5Mo6OjgUtioxMrlFoXEgyMjIZc/HiRapVq0aFChUKWhSZIka5cuXw8vIqaDFkZHKV/4QFRkamqPP69Wv++OMPDh8+XNCiyMjIyBQKZAVGRqYI8ODBA/r378/Tp08LWhQZGRmZQoGswMjIFAEePnyIhYWFXApeRkZGJhlZgZGRKQK8fPmSypUro62tTWxsrDSessqqjIyMzH8JWYGRkSkCKOp31K1blzt37gBw9+5d+vbtS1BQUAFLJyMjI5P/yApMIefy5cs5Oj4qKoq+ffsSHx+fSxLJFAQK11HDhg3x8/MDYO/evWzatAlfX9+CFE1GRiYTwsLCGDRoEAkJCQUtyr8KWYEpxAQFBTFx4sQczeHp6cn333/P8eNyd4XCSmhoKKNGjeLTp08EBQWliXMJDw/HwMAAgMqVK0sWl+joaMzNzXn58mW+yywjI6M+GzZswMrKigcPHhS0KP8qZAWmEHP06FHMzc2Jjo7O9hzh4eH06dOHc+fO5aJkhY+IiAh27drF/fv3pb4vRQUPDw/GjRvH6NGj2bNnDytWrFDafvnyZezs7ICkbrKJiYnS3wCGhoZ8+PAhf4XOY/z9/Vm1ahVnz54taFFkZLJMbGwsc+fOJTAwEICPHz9ib2/PtWvXCliyfxeyAlOICQwMpEePHvzzzz9q7X/lyhWl14mJiQiCgIaGhtKDLycEBwfnSuDoixcv+OOPP3I8j4KlS5dSuXJljhw5wtatW3Nt3rwmKioKXV1datSowaZNmxg7dizGxsaMHz+ed+/eAXDt2jVsbW2lY6pXr87p06cpW7YsgNRV9t/E1q1b6dq1K8eOHSMkJKSgxZGRyRLu7u507dqVJUuWSPfdGjVq8PjxY2kfOaMw58gKTAFz4MABpQ9yQkICr1+/BkBTUxM7OzsuXLgAJAVturq6Sl+ImJgY3N3def/+Pbdv32bp0qX4+PhIcz148IBatWoBYGVlxe3bt3Mka1xcHLNmzWLp0qWIokhcXBzBwcHZmmvFihVERERw8+bNHMmkICEhgaZNmzJ27FgSExNz5eZw/PhxLl68mAvSoVJ5jI6OZsaMGfTu3VtpvHfv3ri4uODi4sKTJ0+Ii4ujWLFi0vbOnTvj7OxM//79Aahduzb37t3LFTkLA48ePaJmzZpUqFCBCRMmyBVkZYoU586dQ1tbG0tLS7p06cLYsWNp0KABgiBIMTCiKNKpUydZickhsgKTj4SGhioF096/fx9fX1+cnZ0ZP348EyZMwMnJCTc3N+mDbWhoyMePH4mPj8fT05MWLVqwefNmIGllrq+vz9atW9m3bx/r168nODiYjRs3Akml55s2bQpA27ZtOXDgAJBU1XXSpEl8/PgxS/JfvHgRR0dHevXqxaRJk5gxYwYLFy7kxYsXSvslJCSwYsWKdF1fZ86cwdbWlokTJ7J+/XqioqKyJEdq4uPj0dL6/64YdevWzRU30tWrV5UUwpwwYMAALl26pDTm4uLCuHHjsLCwSLO/gYEB/fr1Y8eOHUybNk1pm7GxMWfOnKFUqVJAkiupePHiOX4fCwt//vknPXr0AJI+/2FhYUCSQi6K4r/mOmXylvfv3+f7Ob28vLh37x7jx48HoE2bNvz444906dIFgAoVKhASEsKBAwcwMjJSssjIZB1ZgclH5s+fz9q1a6XXW7duZfny5UycOJFffvmFpUuXsmrVKooXL05ISAjlypUDkrrJurm50b9/f+zs7Hj48CGQFBvh6Ogo3dj19fUZO3YsCQkJBAQE8OzZM0xNTQEwMjIiLi6OmzdvMnv2bIYOHZplV8upU6do0aIFTZs2ZcmSJbi6urJgwYI0K+TFixdjbm7O4sWL08xx8uRJTp8+jaOjI5qamkybNo1Zs2YBsHDhQrWtRNHR0ZKSd/fuXerUqSNtMzc358mTJ1m6NlXExMRQsWLFLCt6qblz5w6tWrVi+/btfPnyBYBXr15Rvnx5qlSpku5xDRs25Ndff0VXVzfNttRj7du35+jRozmSsyARRZEpU6Ywc+ZMBEGgZMmS0jZLS0vGjh3Lrl27mDFjBsOGDZPr38goERwcrPQ9jYuLw9HRUSmLc8GCBYiiyMePHyUl+MmTJznO9FTw4sULXr16xbBhw6T4NEEQaNWqlbRPhw4d2L9/PydOnGD69Om5ZuEtCHIjJCGn/CcVmEePHuV7cODr168xMTHh2bNnJCQkEBMTg4aGBsWKFaNcuXKSsqKhoUHTpk3ZsGEDNWrUAGDo0KE0b96cRo0aAUmZKC9evCA8PJzSpUvTrVs3SeMH6NOnD+vWrZNiYBRMmjSJ69ev4+LiQs2aNXnz5o3a8n/58iWNKwOgRIkSSivit2/fEh8fz3fffUdMTEyaeY4cOcKsWbMkuSpWrIiVlRWHDh3i7t27UoqwKp49e8bGjRt58+YNP//8M8uXLweSLCWK9wbA1NSU58+fq31tGdG8eXPJhZddzp07R4cOHZg6daqk1O3atUuyMuQGjRo14urVq7k2X37j5eWFg4MDs2bN4tdff1Xa1rdvX3777TdmzJjB3LlzcXFx4cSJE0BS3Fdm7RWioqI4cuSIWnIEBQUxfvx4Dh06lL0LyQVSWzRlMmfJkiWsWbNGer1lyxbc3d3ZvXs3kLSIOH36NHfu3GH16tVMnDgRURQ5c+YMe/bsyRUZtmzZws8//5zhPubm5iQmJtKtW7c0MTGZsW7dukJlfdy3b19Bi/DfVGAuXLiQa64BdfHy8qJfv340b96cq1evsnfvXjp16qRy3++++44DBw5gbm4OJLkMvvnmG2m7o6Mjq1atkpSJNm3aSGm2AHp6evTv35/27dsrzVuiRAkGDx6MsbExgJJykxl//vkn//vf/1Ruq1SpkhQLs3v3bmm/1G6NV69eUalSpTTH9+zZk1OnTuHp6SlF7acmMDAQT09PrKysWLlyJYsXLyYyMpIPHz7w4sULTExMpH3Lli2bJeVMFQrrToMGDbh+/XqO5goJCaFixYp89dVX6OrqEhISQmhoKBUrVszRvCnR0NBAQ0ODGTNmSFaewk5iYiJnz55l9erVvHjxgmbNmqGpqYmmpmaafQ0NDaW/q1WrxtOnT/ny5Qt//vkny5Yt4+zZs2niCVavXs2CBQtwdnbGx8cn03iDuLg4Fi5cyIIFC7hy5UqaoPj84MOHDzg6OqoduP9fY+PGjUpB3fPnz2fSpEm0bt2aiIgIoqKiiIyM5OHDh1hbW1O+fHnev3/Prl272LZtG97e3nz69AkrKytCQ0N59uwZ2trauSJbVFQU+vr6Ge4jCAIjRoygefPmUoKFOjx+/Jjg4GAWLlyYG6JmmXnz5jFmzBjptSiKnD9/vkBkSUmm754gCAmCINxM8eOcPH5aEIQHKcZ9UhzzP0EQbgmCECAIgr8gCOsEQSitYu4ygiAcEwThUfJvw+TxloIghKeYe2aKYzYIgvBGEIQ72b3owMBASpQokW8BVImJibx9+5by5cvTpk0bvLy8uHr1Kg0bNlS5v4aGBl5eXpL7JzXlypXj7du3DB8+PN1z1q9fnxYtWmQol56eHpGRkWpdw6NHj6hdu7bKbT/88AMHDx4EklaPCrnr16+vFKR79OhROnbsmOZ4XV1dFi1aRIkSJdI9/6pVq5gzZw62trbMnj0bQ0NDevXqJSmiKZWxrChm6fH69WvKly+Pjo4Onz9/znEBKoVMw4cPZ8KECUour9zil19+YciQIbi5uQGwfPlywsLC8Pb25s8//8z18+WU6dOn8/nzZzp27JgmziczdHV1Wb9+PcOGDWPZsmWEhYVJrkhIcjE+e/aMVq1aMW3aNNq3b8+NGzcynHP58uWMGzeOYsWKMWvWLO7cucPKlSuzdW3ZxdfXl02bNuHl5YW/v3+BFD5LSEjA3d2dt2/f5ts57969m+k+L1++5MWLF8yfPx9RFImIiABg7ty52NvbM3ToUEaNGsXMmTMZN24ckBTw/ueff5KQkICxsTHm5uZUqVJFSmoQRZHy5cvneMETHByscnGWGRk9g2JiYiTL4eHDhxk6dCja2to5dmlnlfv372NkZET9+vWlOjYHDx5UeS/Pb9RR/76IomiT4sc1xba+Kca7AwiC0AEYD3wviqIl8DVwESivYm5n4IQoiubAieTXCs6lmNslxfgmoIPaV6gCURSpUaNGvvnRb9y4QePGjYEkpcHJyYnJkydneEyNGjVUrkQVrFu3TrKkZJfatWurVVgpKCiIypUrp7vdzMyMZ8+eER4eTvHixaXxxo0bK7nqHj9+TPXq1TM9X+ovdXBwMJUrV04T91G9enXevXtH1apVM51DlVk+MDCQmTNnKvUWUvDgwQNq1qwJQI8ePRg6dCiTJk3KcWBgqVKl+O233+jevXuO5lFFiRIlMDU1RRRF7t69S1BQEHPmzOH8+fNS3FRh4cGDB5iYmPDDDz9QuXJltVeiCvr168e+ffuwtLREQ0ODzp07Y2lpKcV1nT59mh9++IEmTZpQoUIF2rdvz6lTp4CkBUXq4n8JCQm8f/9ectsKgsDgwYMRBEEKCM/rTC9RFPH396d27dq0adOGXbt2sWHDhjw9pypOnjyJvr6+5H7JiJxkNipqU71+/ZqRI0dmGA8iiiJLlixh4sSJtG7dmosXL7J79266dOkiWaKrVq3KxIkTWbx4sWTdtLCwQEdHh++//x5I+tyMGDGCunXrcv36dTQ0NJSqW6uLp6cnY8aMkT4Thw8f5ocffsjye6CpqZlulfTz58/z+++/8+LFC0lB6tatW76XTNi9ezf9+vXjxx9/xMvLi9OnT3Px4kVat26dr3KoIi9cSL8Ck0RRDAYQRTFBFMUNoiiqelI6AJuT/94MdMlsclEUzwI5rtpVp04dtTJV/Pz8chxbcPToUdq1aye9rlu3bq66D7KLhYWFWg82Hx8fHB0dM9ynWrVqDBs2jKFDh0pjZcqUISIigk2bNnH16lVEUczUOlK+fHkpjVzBlStXlFxoKZk2bRqDBg3KcM4tW7YwatSoNCvK/fv3U6tWLU6fPg0kPVR79uzJkydPePDggZQd1LBhQ1atWkXPnj2zbDaNjo5Oo3jVrFkTPT29LM2TFbp27Yqrqytz5syhZ8+ezJ8/v1AE3EGSyf/vv/9m8+bNDBgwINvzmJmZpfHB9+zZk9KlS7Ny5UouXrwoFf+DJMUxPDwcSKqK6uLiovTQOn36tFKwpYIhQ4awYsUKVq9ezfLly/PM9fz8+XN+/vlnSbHt2LEj8+bNS9elmhfcuXOHBQsWsGXLFgYOHCi5aoKCgujcuXOamLYTJ04wduxYIOm7o641F+Dp06csWLCAkydPsn79enx8fPD29lZpkQgNDWXcuHH06dMHfX19yaoSEBCQxpJpaWmZ5h4zfPhwmjdvrjRmaGiIt7c3ffv2xdraGn9/f7Vl9/T0lJIUNm3aJF1PtWrV1J5DQZUqVSRlOnXc3vnz59myZQszZ86Ugv1r1aqV7yUToqKiKFGiBKVKlcLKygo/Pz/mzZuXK5bunKKOAlM8lQupZ4pt21KMuyWPWQIZ22r/n/KiKCocmqEoW2nskt1PhwRBsFRzvkx59+4dRkZG1KxZM1MFRhRFvLy8+Ouvv3J0zsjISKUYlcJCtWrVMs3WEUVRcqdkxODBg1m8eDEVKlRQGh81ahQ2NjY8fvyYKVOmZCpTzZo1efDgAcePH2f79u1A0iqvbt26mR6bEmNjY968ecOzZ88ICQlh+fLlaVaUr1+/plu3blIWwt69e1m0aBE+Pj4EBwfz1VdfSfvq6upibW2d5bo1Fy5ckKxv+UW9evXYsmULxYsXp1GjRhm65vKKhIQElZat6Oho3r9/j4mJiZK1Ljuoijewt7fH3Nyc4sWLK6XWK4iPj+fJkyesXr2a3bt3s2bNGhISEjhx4gRt2rRJs7+Ojg6//PILDRs25I8//uDq1asqryunbNiwATc3N5o1a6Y0rqenpzIYPreJiIhgzZo1jBs3jjVr1ii9d8ePH2f8+PFMmjQJFxcXSck4c+YMbdq0ITo6ms2bN6dbmFIUxTRB0Xv37mXz5s3s27ePmJgYypYtS4cOHTh8+HCa4xcsWMCCBQskl7umpiZTp07FyckpR9fs5eWFhYUFenp6aseN7dmzByMjI9q1a4eOjg516tRh165d2b6/m5mZERgYyIULF+jdu7fS/zouLo4yZcrQpk0bevZMeuwq4mZSL0iePXumlsVMXRT/4zdv3kgFMyFpkTBp0qRcO09OyY4LaWeKbSldSGl8IoIgWCUrN09SKT5pEJPeMYX6fQMwFUXRGvgdyHK4syAIwwRB8BMEwS/lyvv27dtYWVlRpkyZTH2Jvr6+dO7cGS0tLSIjI7O1ik1MTMzQFVSQ6OrqEhMTQ0JCgsp+OqIo4urqSteuXdWaT1VKcKVKlbCxsaFPnz5S3ZKMUCgwJ0+exM/PTyqYl9VAOxsbG/z9/dm4cSM///wzZmZmSm6kd+/eUapUKek9APj06ROmpqZ8+PCBqKioNG4NHR0d4uLi1Dr/zZs3WbduHSdPnsw0Fik/yI3A5qxw7ty5NBkZoaGhlC9fngEDBjBixIg8O3f79u355Zdf0owbGRmxceNG2rVrhyAILFiwADs7O8aNG4eurm6639OvvvqKr7/+GkjK8MuNeCJRFDl37hyfPn2SHp6qFM2aNWtKVtK8itkTRZHp06cza9YsihcvnkaxfPz4MS1btuT333/HyspKKStP8X3V1NTk7du3KmXcuHEj27ZtIzQ0VBp79+4dZcuWZdCgQQwZMgT4/1IAKee4cOECLVq0SGOxNDExyZbFIyWWlv+/LjYxMWHy5MnpWmISExPZs2cPd+7ckZQJgP79+/Po0SOlLNCsUK1aNR49esT+/ftZuHCh1LMuNjYWHR0dIMntZWRkJB1jamqa5n69cuXKNHWmsktiYiIDBw7kyJEj7N69W+37f0GQFy6kAJLiXhBF8bYoijbAIUDVcuu1IAgVAZJ/v0k+LkIUxc/Jfx8EtAVByFLAhyiKa0RRtBVF0VZfX59r164hiqKkwKgiZcDc27dvOXv2LG3atGH48OEMHDiQ3r17Z/kmkjKotbCyf/9+lUGUrq6utGrVKl8tCF999RV+fn7o6+tjZ2fHyZMns+Vusba25vTp02hpaUkr9ZRuhPXr10uVbCtVqsSlS5ekmCInJ6d0V9mGhoZKN2JVJCYmsnnzZsn6kVtZDjnBwsIiX4tmPX78mEqVKilZOf39/bG2ts43GVIzfPhwAgMDlRRKKysrli9frnYQsY2NDbdv3852cO2lS5e4efMmrq6uBAYGsnLlSo4cOZJu/ISlpSUBAQEAdOnSRfr8hoeH55pCc/ToUezt7ZUekgpEUZRakUBSUGxKK0ndunW5du0axYsXT7eA5NOnT5k4caKk+Dx//ly6J9rY2EgLH0EQ6NGjB+7u7tK17du3DwcHh1y5zowYMmQIixYtYsuWLVILj5S4urpSunRppk+frjQuCEK6tZrUwcTEhJs3b1KmTBmaNWsmKSEpq6inJnXl7aioKAwNDalcuTKhoaE5dhfv3LmT4cOHc+XKFfz8/Ar18ysvFJgFwGJBEFJGfaZnK/YFFI7wAcBfAIIgVBCSvzGCIDRKljPb0ZPv3r3j7t270odTYRIzNzfHzc1NSvXt1KmT9AV0d3dn9uzZQNIDbsWKFfTq1SvLNUECAgKUNP3CRv369Tl69CiNGzeWgprj4+PZv38/hoaGNGnSJF/lUdTGGTt2LPb29kycODFbK4BSpUpx9OhRpUyt7777jg0bNjBx4kTMzc0ld1efPn0YPny4FEtjamoq1ZhJTf/+/RkzZgzTpk2TYmdSc/jwYRwcHKhXr16Ws2vyiurVq+erAhMcHMzQoUM5efKkNObv70+9evXyTYbUFC9enPnz56extGhoaGRJyezUqZOUdZcVgoOD+fvvv7l37x6tW7emf//+6Ovr4+XlpVTHKCXm5uY8ePCAgIAALCwsJHe2s7OzpNjklNQxegq++uorbt26RZkyZaQxxXv34cMHDA0NqVGjBn5+ftjb2/PNN9+kaRqrUESsrKy4desWkOQ+UlSmTY2dnR22trZMnjyZU6dOYWFhkW8WbEEQmD59Or///rvS+JcvX0hMTKR169ZZDjZX55wjR46kd+/eSnPfunUrXWU/tQJz+fJlGjduTJ8+ffj999/p1auXFJuTHW7cuIGdnR0zZsxgwYIF2Z4nP8hODEzKLKSUMTDHQbKYeACHBEG4KwjCRSABUFVJyhVoJwjCI6Bt8muA7sAdQRD8k+fqlexiQhCE7cAloKYgCC8FQRic2QUYGxszYMAAPnz4oLTK6NevH46OjixevJjw8HC++eYbNm3aREJCApqamko+9nLlytGpUyeOHTumxlv2/6gKNCtMdO3aFU9PT7p3785ff/1FVFQUQ4cORUdHh2HDhhWITB4eHpQoUYJixYoxb968dNO3M+PAgQNSgUBIssrUrVuXMWPG8OOPP0rjhoaGHDt2TC0XV9myZVmzZg3z58/n6tWrKrt8X7x4kW+//TZbMucVuVncTx0SExOpXLkyr169ksYiIiKUKuwWVVq0aJGtQphbt25l0qRJ9O7dW7Jqjho1irVr16YbEKmtrU1UIQvbkwAAIABJREFUVBTbt2/HxcVFWmDFxcUpKYfZ5cqVKzRq1Ejl+Vu2bIm7uzs2NjZK42ZmZhw9ehQLCwu0tLT4448/qFevHqamply/fl1q/QBJSqulpSVaWlrExsYiiiIhISFpYuVS8u233zJmzBiePn3K4MGZ3t5zFUNDQ8qUKcPjx4/Zs2cPAQEB6QZ45xZWVlaSFUrROubRo0dSRlxqjIyMlLrPX758mSZNmlCuXDnKly+Pu7t7toO/Fy5cKNUnEwRB6f5ZGMlUgRFFUTNVDIxz8nhLURRrphhvm+KYzaIoWomiWEcUxaaiKA5LEaybcu73oii2EUXRXBTFtqIofkgeXyGKoqUoitaiKDYRRfFiimN6i6JYURRFbVEUK4uiuD6za1D4dMePHy9FzSuoWrUqMTEx0kNHR0eH8+fPq3SbaGlpqWU6joyMlNI5P3z4UCRu2opaCNu3b2fq1Kl89913ub7ayA45qTWQ+ssnCALt2rVTaRLNLEg5JaVLJ5U0mjx5MgcPHlTKboqPj89Sgar8QltbW+34ncxYtmxZmu9ByodWSqpWrZpudklRRRAEatasyZ076ZeiSl04TxRFyWqRmpQWDlXY2dlJ/a40NTV5+vQpTZo0SZOtlx327dtHt27dVG4zNzfnypUraSwB7dq14+jRo0od0hXMmzePZcuWsXNnUqjkrl27pMWChYUFnp6eStlh6WFiYsLgwYML5Hs0bNgwnJycMDAwYM2aNezbty/f3OhNmzbl3LlzxMTEZGh5Unz/4uLi+PDhgxQ/NWbMGKXkg6xw/fp1KlasWOgWXxlRuO6yBYSJiQk7duzA1tYWOzs7li9frtKkCkk3m8xqgbi6uhIVFcXvv/+e6c2pMFG9enUiIiLS9b3KKCMIAlOnTsXd3V0aO3fuXJG6AWSV8+fPc+/ePSnYMCYmhoULFzJ06FApjVYURenhPWTIEHR0dBg7dqxaNYCKCv3798fDw0NlPNTLly/ZsWOHUsq1v79/GkuGujg4ODBzZlItz0qVKrFmzRp++OEHypQpw9OnT6W4mKzy+fPndLO1IOnz7erqmuYeZmJiwoYNG1Qq/cbGxvz22288fPiQ+fPnU7t2bSk+pHPnzjx79ixfYlpyQvHixTl8+DDt2rVjxIgRzJgxI933KLdp0qQJu3btStf6oqBy5co8ffqUuXPn8tNPP6XZrq+vLxX6U5ddu3bRp0+fLB1T0MgKDDBw4EDWrl2Lrq4u7dq1Y+PGjekGZbVo0YIzZ84ASVrwn3/+qVThMz4+Hg0NDYYNG4axsXGu9rvJawYNGpTtaPr/KqVLl8bKyoqBAwcyf/58Dh06RMuWLQtaLJUUK1YsXUuJuhw7dowVK1ZIReFmzpxJ586dWbJkCevXJxlDU7tqHRwcGD16dLqtM4oiOjo6LFmyhKVLl6bZtnXrVlavXs3169e5cOEC0dHRUkZjdhAEQYrRsbW1xc/Pj0qVKjFs2DBmzpzJtGnTshVUfPz4canAW3pkV9mYPn06jo6O9OvXTxozMjLCzc2tUNQPyQyF5ad27doZFvHMbQRBSOPiVsWPP/4o1Q1SVWKiTp06WaoXo7AO5peillvICgxJNyNFypqWllaGsRA2NjZSLZB58+ZRtWpV1q1bJ604r127JtUr6N27t8oqsTL/Lnr37s3GjRvp2LEjrVu3LhRZR6ro168fHh4eOXIlJSQkoK2tTcmSJTlw4ABWVlbUrl0bExMTyRrx5MmTNNYWc3PzHFeOLmwYGBhQpUoVpfT8+Ph4wsPDMTIywtnZmdDQUKZMmUKZMmVypR5PvXr1mDBhgnT+rVu34uTkxC+//JLlnl3//PMP9evXz7FMqhAEQerlJpM1GjVqpNLVmJLy5ctz6NChdDNqLS0ts1Qlefv27UVqsa1AVmCyiKamJomJiTx9+hRjY2OaNm2KjY2N1Mzw7NmzhaLuh0z+Y21tTYcOOepykadUqVKF5s2b4+zsnK3q0hEREVLBrp49e7J9+3b69u0rbVe4V1UpMP9WevTooVQReOvWrVKGjaJTvIeHB6NGjcqV8+nq6qZJuba0tGTcuHFs2rQpS7FGCQkJRW7FLaMeiqB9URRZt25dhvvGxcXx7NmzHNfVKQhkBSYbNGnSBCcnJ3r16gUkmesUKY2FtequjAxA69atWbx4MV5eXly+fJno6Gi1j7106ZIUgFm9enW2bt2q5A5o06YNp06dIjAwEDMzs1yXvTCSshFgUFAQwcHB+V55GZJiY5o3by6lKmdGeHi4fJ/6F6P4Xh45coSTJ09m+Lm4cOFCujGfhR1ZgckG9vb2TJ8+XQpuq1OnjlrdVGVkCgOCIDB37lzev38vBYeqw9WrV9OtVwJJFqhbt24RExMjNdj7L6CtrU1MTAzbt2/PsEN8XtO2bVspuDozLl68mKZtgcy/i2LFinH48GE2bdqUYV0YPz+/DL/XhRlZgckmKZuDlSlThg8fPhAZGZmnTfpkZHKLUqVK0bFjR3R1ddV2O2SmmGhoaPD58+csNfX7N9CtWzdWrVrFx48fCzTOx8jISO2MpJSxejL/Tgb8H3vnHR5F1YXxd7ZmUze9I1XaiqKAIC0KIooK4qeIFMVCERAURBRFQKqNKhYQadIsKCAQAZUWwNBZmrRAyqZstmf77nx/JHPdze6mkWSTcH/Pkwd2yp0zM3fmvvecc++89BJmzZoFkUiEPn364I033kBmZqbHdlqtlkwNUd+gAqaaYFkWcrm80h8dpFD8SZMmTcgMzGWhVCorNJ/R22+/jfnz55e7XUNCJpOhsLCwTnzkrqJi1Gq1Vnn6e0r9ICkpiTyzffv2xfz588vNh6lvUAFTTUgkEqSmplK3LKVe0bNnT7dp8RUKBfr164crV664bbdmzRry7aiySEpKuiMTQz/++GOv3xKqbQIDA8v1gJlMptv+Ejil/hEaGorAwEDk5uYiLS0NGzduxPnz58udc6YuQwVMNdGhQwekp6eXO/yNQqlLNGvWDAUFBdi6dStYlsXy5cvxySefuE1Tb7PZoFQqy5z+nVI3aNeuHc6ePVvmvDDl5TJRGi4jR47ElClTcPDgQYSGhmLMmDHlzjlTl7nzuko1xIMPPuj23RcKpb4wffp0/Pbbb5g4cSLuvfdetG3bFhs2bCDrf/nlF5/TzVPqFj179sQ777yDr776Cq1atfL6MdEjR45U27BuSv0iPDwca9euJb/j4uLq9Wg0KmCqCalUihEjRvjbDAql0vB4PDzzzDNITk4m37cp/WXcQYMG+cs8SiUIDg7GW2+9hYSEBKxevdrrkHaj0ej2oVrKncsDDzzgbxNuCxpColAoAOD2cb6QkBDo9XqwLFsvpn6n/Mfdd9+N4OBgvPTSS1izZo2/zaFQagwqYCgUigetW7fGpUuXcP369TtmVt2GRkhICAQCAdRqNVlmNpvp6CNKg4EKGAqF4kHr1q1x8eJFHDhwoEF/XbuhM2LECHz//ffk96VLl+jX5ikNBipgKBSKB02aNMGNGzdw9erVevmNFEoxiYmJKCgogNVqBQCcOXPG5wcAKZT6BhUwFArFAz6fD51OB4fDQXNg6jkDBw7Eb7/9BgC4cuUK/Uo0pcFABQyFQvHKuHHjaPioAdChQwccPnwYTqcTAKggpdQWzpo+AB1GTaFQvNKkSZM75qvSDRmGYTBkyBC88sorePzxx/1tDuXOocYdJFTAUCgUSgOnY8eO+P7776n3hdKgoCEkCoVCuQOg4oXS0KAChkKhUCgUSr2DChgKpZ6g0+lgMpn8bQaFQqHUCaiAoVDqAXa7HaNHj8b27dv9bQqFQqHUCaiAoVDqAVeuXEG/fv1w/vx5f5tCoVAodQIqYCiUesDly5fRunVrMpcHhUKh3OlQAUOh1AP+/fdf3H333ZBIJDAajf42h0KhUPwOFTB3ALTXXv8xGAwIDg5Gp06dkJ6e7m9zKBQKxe9QAdPAuXjxIlJSUmCz2fxtSo3S0M+Po1OnTjh27BgAICsrC0OGDIHZbPazVRQKhVL7UAFTx9Fqtbe1/4YNG/DBBx/gwIED1WRR3WTOnDmYOnUqNBoNsrKy/G1OtWKxWCAQFE+aHRoaCp1OBwBYvXo1Xn75Zfzxxx/+NI9CoZTDqlWrsGrVKn+b0eCgAqYOk5OTg+eff/62ymBZFg8//HC1CZi8vDykpaXddjlXr17FuHHj4HA4qsGq4jDZ8OHDMWHCBHz77bfVUqZOp6s170ZhYSFYlvW6Li0tDQ899BD5LRKJYDKZYDab0atXrwYrTtevX493333X32ZQKLfNtWvXcP36dTqPUzVDBYwfMZvNWLRokc+Ga+PGjWjdujX0ej0AQKPR4IcffiDri4qKsHDhQjgcDjidTvzyyy9u+6tUKoSHh0MoFFabUJgzZw42bdp023k1a9aswZAhQ/D111+TZenp6VAqlZUui7t+bdq0wZo1a+BwOHxe08qwefNmLF68+LbLKQ+9Xo/Jkyfjo48+wqRJk6BQKNzW79+/H127diW/+/Tpg61bt0IikYDH4+GBBx7A/v37a9zO2mTLli2QSCRITExERkaGv82hUCqFXq/HX3/9BafTCZvNBqFQiJ49e5LwLwCsW7fOjxY2DKiAqUU++eQTfPbZZ+T3ggULIBaLsWfPHrLs1q1bRIhoNBq8+OKL2LdvHwDgs88+w9mzZ5GZmQkAOHXqFAoKCrB161b8+eef+PHHH3H06FFS1qFDh9C9e3cAQHx8PHJycgAUC59XX3210pOiZWVloVWrVhg0aBDWr18Pm81WpXDN5cuXERUVhS5dukCn0+HQoUMAiq9PWd6EK1euYPTo0TAYDG7Lr1+/jqZNm5Lfbdu2xcWLFyttV2mys7Oh0WhgtVpvu6yy+PbbbzFr1izMmjULH3/8MWbPno2lS5fCZDJh9+7diI6OhkQiIdt36tQJ165dw0svvQQAeOGFF7Bz584atbE2YVkWx48fx7PPPovhw4dj8+bNbutrehQWy7I08b0B4Cu0WlRUVKM5cyaTCe+99x4uXbqE1NRUHDp0CF27dsVDDz2EI0eOACh+N69evZq8y33hWg/VanWN2VxfuSMFTHp6On766adaPabJZIJer4dQKIRCoSBeldGjR2P//v1Yu3YtdDodPvnkE1LJGYZBhw4dcOTIESgUCoSHh2PKlCnYsmULAODkyZOYMGECTp8+jdTUVKxfvx5//fUXxo4di6KiIpw8eRLt27cHAPTu3Ru7d+8GUJwXM3nyZBw/frxS57Bnzx706dMHXbt2hclkwsyZM/Hxxx9Xyrtjt9uxdOlSjBkzBgAwdepU7N+/H7Nnz8aQIUMgl8u97mcwGLBs2TJ8+OGHeO+99/DRRx+RB/rcuXNo164d2bZp06bV0mt3Op3o2bMn/vnnn9sua9q0abh165bXY+Tn5yM5ORkAEBgYiC+//BJPP/00Pv74Y/z7778YO3as2z48Hg8ffvghkpKSABTXk7vuuqvBeCqOHj2KBx98EAAglUqh1Wpx7tw5DBkyBF999RUGDhyIq1ev1tjx58+fj08++aTGyqdUPzdu3EBubi75/cMPP2Dz5s04e/YsWda/f3/o9XosXLiQhJkvXLiAvXv3VpsdTqcT06ZNw/vvv4/Ro0dj586d2Lt3L1JSUhAUFISCggJkZ2fjxx9/xIoVK5CamuqzrJs3b6Jfv35wOBxQq9Xo06cPLl++XG22NgTuSAGTlpZWLXkclWHRokUYMWIEnnnmGWzduhXfffcdhg4dCoZhMHv2bNx3332YOHEi3n77bYSHh+PWrVsIDw8Hj8dDbGws3nnnHQwbNgyRkZFQqVQAAKVSidjYWKhUKrRv3x58Ph/vvfceJk6ciPXr18PhcEAoFAIAWrZsiQsXLuDo0aO4du1alSZFO3/+PJo1awYAGDVqFGbPno2XX34Zv/32m8e2a9euxalTpzyWr1y5EmPHjoVIJAJQ3PhOnToVnTt3xoABA0jP6OzZs8TzBBSHrt5//30kJiZi6dKlGDlyJNasWQPgvzlSOJKTk6stkbd79+44ePDgbZVht9thMBiwcuVKt+VKpRJTpkxB//79Pfa56667MHfuXLz55psVOsbgwYOxceNGr+tYlq22EGJNcuLECeTk5ODnn392uyZdu3bFvn37sHLlSnTv3h0rV64kXkun04m0tDRMmDDBI4TKUVRUhG+++aZCNsjlckRGRsLhcLg1iLUFy7IYMWJErYQufWGxWDB79my/Hb8s5s2b51VwrFixAkuWLAFQHJo/c+YMlixZQt5NJ0+eRNeuXTFv3jwYDAbcunULLMvi0KFD1fp5jq+++gpDhgxBQkICGIbBuHHjEBISQt7DkyZNwrfffosZM2agadOmuHnzps+y9uzZg+HDh+OXX37B7t278c033/gtEdjpdHoc+8cff/SLLa6UK2AYhnEwDHPa5W9qyfK/GYa57LL8J5d9hjIMc5ZhmPMMw5xhGGYlwzBSL2VHMAyzh2GYKyX/hpcsT2EYRutS9vSS5ckMw/zFMMyFkrInVOWklUolAgMDqyVPoiLk5uZCIBCgadOmaNSoEfR6PZxOJxEDDMOgXbt2WLVqFZo2bYp+/fph7ty5aN26NQBg4sSJWLNmDWJiYgAUJ3FarVYiQD788EMMHjyYHK9FixYAQLwvHO+99x6uX7+OGTNmkONW9Bqkp6fj3nvvBcMwbss7d+6MEydOuC07ceIEzGYz8RS5kpWVRc6Lg8/no3fv3m427d27lzRIcrkcLVu2RGxsLNknMTGRNDDcHCkccXFxt934OBwO8Pl8BAUFkVE/VeXQoUN44oknEB0dTUJbLMtixowZ+Oijj9wSdKtKeHg49Ho98vPzPdbNmDGDiL26ikKhwObNm/Hzzz/jscceI6OuAKBfv36YOHEiJBIJZDIZkpKSiOt91qxZyM7OxsKFC3Hp0iVcu3aN7JeamooDBw7gm2++wenTp1FQUFCmDSzLYtWqVXjppZcwduxYfPnllzVzsmVw9epVpKSkID8/H6dOnaq1d5Qr+/fvR05ODgntOp1O3Lhxw+u2NR1edcVut6OoqAh//PEHWJaF3W7H8OHDcfLkSYSHh6Ndu3b49NNPMXXqVIwfPx5BQUEwmUxwOp3YunUrJkyYgOeeew4vvvgi7r77bty6dQtZWVkIDg6ulpDh2bNn4XA48MADD5BlLVu2xNSpU8nvxMREzJw5E+Hh4QCKvam+uHHjBl544QWcOnUK//zzD9q3b4+EhIRyw041wfLly5GWlobs7GwAxYMOzp07V+t2lKYiHhgTy7L3ufzNd1k3xGX5/wCAYZi+AN4C8DjLsm0B3A8gDUCsZ9GYCmAfy7ItAOwr+c1x0KXsWSXL7AAmsSzbBkBnAGMZhmlTmRPmaNasmc+Hsrr5/fff8cwzz5Df7777Lt5++22f2997771uDT2PxwOfzyfr+/bti88++4wIoPj4eA9hMWrUKAwcONBtWWRkJF588UUEBAQAKH6YuApZHhs3bsSLL77osZxhGDch5HQ6sXbtWrz66qsQiURuPX+LxUI8L75ISEiAQqGAWq2GTCbDzZs3kZqaiqeeespj2+bNm3sNm/D5/Nv2ONy6dQuNGjUC8J/3qqqcO3cO7du3x+jRo/Hdd98BAI4cOYLevXsjJCTktux0ZdKkSZg5cyby8vIAFOfWvPPOO+jSpUudDi85HA7Mnz8fH3zwAcaPH49HH3203H3CwsKwfft2NG3aFM899xx4PB4mTZqEJUuWoKCgAA6HA7t378amTZsQHh6OadOmldtjXLRoEQYNGgSxWAypVIoHH3wQX3zxBVlfG2LiwIED6NGjB0aPHo2///4bmzZtqvFjlubQoUOYPXs2STg9ffo0Xn75ZQ+xotfr8eSTTwKo/LVhWRZjxowh7581a9b4FBEajQYTJ07ETz/9hJSUFNx33304f/48Vq5ciddffx3Lli3Dm2++iRdeeAEdO3bEwoULSUi2R48e2Lp1KwQCAcRiMdq3b4927dpBJpORcLVMJqtwzhzLsli6dCk+/fRTj1y8zZs344033qjUdSgLHo8HhmEgFArx+OOPg2EYDB48uNY9HxcuXIDNZsO8efPIIJLly5dj/PjxtWqHN2oihDQNwGSWZbMBgGVZB8uyq1iW9Ra86w+A6xquATCgrIJZllWwLHuy5P96ABcBJFbGOLPZDLFYjDZt2lSo0ubl5VW4kffFtWvX0Lx580rts3HjRtKAlqZTp07YtWuXmyiqCm3atMGlS5fK3e7IkSPo0qWLm4hyhcvTAYBt27Zh4MCB4PP5aNu2rdvHB9PS0txG0/iyidvn0UcfxZ9//onCwkJERkZ6bPvwww/jr7/+Ktd+lmXx/vvve+0t7tq1y+tcO65hqeeffx7Lly+H3W4v91jeKCgoQHR0NIRCIdq3b49//vkH27ZtQ79+/apUni8iIyMxd+5cLF26FAaDAdnZ2Rg/fjz69u1brcepTlJTU/HOO+/gjTfeQGhoaIX3e+mll7Bw4UIMHTqULBOLxXjvvfewevVqHDt2DL169cLy5csxYsQIJCUlkdFd+fn5GD16NCZPnoxff/0VQPFEiEqlkuTeAMCTTz6JiIgI0pC//PLLboKmJvj333/RuHFjJCcn46233sKZM2dq9HilUSgUEAqFiIiIIJ7H/fv3Y86cOUR8c6xZswaJiYlwOByYN29emT3y0onXGRkZkMlkWLJkCf744w/cunULy5Yt87rvsmXLMHDgQNjtdvTq1QuPP/44NmzYgOvXr6N79+5YtWoVxGIxACAlJcWtM9e7d2/k5+fj1VdfdSuzTZs2OHbsGIRCITp27FjhfMCVK1figQcewJAhQ/Dhhx8S4Waz2cDj8dw8hxUhLCwMGo0GANxGEqrVauKlmTlzJvr06QMAiImJIR2U2mLDhg0YO3YsoqOjoVKpcODAAcTGxiI6OrpW7fBGRQSMpFQIaZDLuh9cln9asqwtgJMVPH4sy7LcmNFcuHtpupSEn3YxDNO29I4MwzQG0B7AsdLryuLq1ato0aIFWrVqVSEB8+WXX2LFihWVOYQHla3UABASEuLhVeFgGAZ//PEHpFKPqFylqOg12LZtW5li6cknnySx5rS0NPTo0QNAce6Cq8A4ePBghQTMxo0b0aZNGzRr1gy//vqrR8iJo2nTpti9eze6detWZpkbN25EUlKSRxiFS+b2lg915coVEooLDAzExIkTMX78+CqNBOC8VEDxiKGvv/4aCQkJJC5enYSFhSE0NBTTp0/HiBEj3ERwbY6sOX78uNc8jhUrVsBisQAo7rFev34dX3zxBVq2bFmp8uPi4rBnzx4PF3xcXBzUajW2b9+ORx55xOu+a9euxYwZM/DZZ5/h8uXLyM7Oxq5du/DEE094bDt8+HBs2bIFcrkcvXv3hsFg8Oh5VxfHjh1D8+bN3Z57iURSZeFcWbZt24bPP/8cEya4R+YLCwvRrVs33Lx50y3JvqCgAA8//DBu3LiBvLw87Nq1y2u5SqUS3bp1IwMXAODw4cPo1asXGjdujKNHj+KDDz6AUqn0CNeaTCbYbDb06NGD5AyGh4ejZ8+eXnPHSiMQCDBmzBiS8M4REhKC33//HS+//DKaNWvmFnr0hdlsxvXr1/HQQw8hISEBTz75JLZt2wYA2Lt3LwmDVwbu2FqtFlOnTiVi+ezZs24DE1yJjIy87bB2RTGbzeDxeMRz/uSTT+LgwYN4/fXXa+X45VGVEJLrmEbXENI7pXdkGOaeEnFzrZTw8YAtlrKcH/IkgLtYlr0XwFIAv5YqNxjAzwAmsizr9U4yDDOSYZjjDMMcd40ZXr58Ga1atUJYWFi5lUCj0UAkEsHpdFZ5AqLCwkJERERUad+ycB1WW1WioqJQUFCAGzdukLwYV86cOYP3338f7dq1K1OECQQCdOnSBWPGjMGDDz5IXsBciGrevHm4cuUKzGYzCV+VZdPhw4fRv39/MAyDV155BUOGDPG6LcMw2Lx5M+mdlF7ncDhgsVhw8uRJvPHGGx4vqYMHD2LGjBmkl3vs2DGSCJifn+/Ww2jevDlGjBhx2wm9fD4fH3zwAV577bXbKqcsXnnlFfTp0weNGzcmy5o0aVKrYaRTp07h3LlzHoLvyJEj+OSTT3D16lVkZGSQ0WhVwZdHcNy4ccjOzkZgYKDb8uDgYKhUKiiVSsTFxQEARo4cie+++w5Hjx5Fly5dPMri8Xjo3r07li1bhgEDBmDw4MH4/vvvq2yz6/DdH374AX/++ScAYNOmTUhLS8PLL7/stn3z5s1Jva3sqMHKcOnSJVy8eBGfffaZhyeME4kzZ87E5s2b3by2MpkMp06dQkREBPEklOb777/HjBkzSE4NUPwebtmyJcaMGYPp06eDYRiMHDmSdBazs7NhMpmwfv16PP300x5lPvbYY+V2hspj69atSE5OBsMwMJvNyMzMxJw5c7x2aP766y9MmTIFo0aNIst69eqFv//+Gw6HA4cOHSq3I+UNTsD8/PPP+O6770hHsCwB07p1aw/PuVar9TmCs7Lk5eVh1KhRUCqVOHDgAHr16kXWdevWDdOmTfPZua5taiKEdB7FeS9gWfYcy7L3AdgFwFuLm8cwTDwAlPybX7KfjmVZQ8n/dwIQMgwTVbKdEMXi5QeWZb0POyje71uWZTuU/GHOnDlwOp34999/Sc+69E0oPWrmt99+w7PPPovnn3/ea0JqRTh37hzuueeeKu1b03Dnv2nTJqjVao+e5YYNG/Dxxx+7JQj7YsCAAZg7dy6effZZt+Vjx47Fc889hx07dlQ45LV+/XrS+PTv37/MRDdfNG3aFDdu3MBvv/1G7G/cuLFb3pNKpUJycjJxb+/cuRNSqZSIlNL1o3379jh5sqLOxWJsNptHQ9u0aVOPxrU6iYqK8ggbeXvp1SS45it0AAAgAElEQVRZWVl4++23sWPHDrJMoVCgQ4cOEIvFWLBgAd56660aOXZCQgLWrl3rsXzw4MF4/vnnMWDAf5Hq8PBwBAUFgWEYn/VswIAB+PrrrxESEoIWLVpAq9V6TDZYUbhRKNnZ2bh27Rp2796NvLw8pKen46233vLwyrVp0wYXLlyAwWDAq6++WmMidOXKlR73g8/nIycnhwweEIvFmD59OtasWQOWZcGyLFq3bo1169bhkUceIUmzpdFqtejbt6/bdAROp9Pj+UpKSoJGo8HkyZOxceNGLFq0CFKpFPfff38NnDHcvJOvvfYafv75Z4wcORJbtmxxE5pmsxm7du3C4sWL3ToF3H6jRo1CRESET0FdFi1atMC5c+dw+fJltGnTBgKBAHa7Hbm5ueS6l4arE67MmjWr2ibG40aKbtmyhaQP1FUqH9son3kAPmMYpj/LstxYVl/ugm0AXgIwv+Tf3wCAYZg4AHksy7IMw3RCsdAqZIpr/HcALrIsW+FgdHJyMnr27In169fDbDaTxqNFixbYvn07nnrqKbAsi/Hjx2Pu3Lno0aMHnE4nTp06RSYLW758OUJCQjwSY8vj3LlzGDSoTOeTX4mPjwfLsujXrx+2b99OGnulUomYmJhKPZRczNaVu+66CwAq1Vh17Nixwtv6gkvSO3nyJJ577jkAxQ3RsmXL0LdvX8THx5MGi3sZ22w2DBkyBK+88orX/COhUFjpCbCOHj3qNirBX7Rs2RKrV6/2GiapKdq0aYP169eT3ydOnMD999+P1q1bIzc3t9yE7uqmUaNGmDdvHjp06OC2fPz48T69B94YPXo0Vq5c6Ta6pCJkZWWhadOmCAoKwvjx47Fu3ToYjUYMHDjQ5yixVq1aYdeuXVAoFFi2bBl+//13jB07FizLVlsvWKFQICkpyeN+tGrVChs3bnS7XkKhEAKBgOSlSSQSEkbR6/U4ffq0W4Nns9kgEAggEonIs5ORkUHeC6X56KOPwDBMlcTA7XD33XeTnLdhw4Zh3bp1sNvt6NevH06ePIkBAwZ4vd5t27bFwoULq5yMLxaLwePxyPvmoYcewt9//13mvW3cuLGbQNfr9YiOjobRaITdbq9SygKH2WyGwWBAu3btsG7dugoNvPAnVcmBcR2F5JoDsxcgHpMlAHaVDHdOA+AA4G3GnvkAHmUY5gqA3iW/AeB/AOQMw5wpKeuFkhBTVwDDADzictxy38gMw6Bbt244c+aMW97I0KFDkZGRgYMHD+LGjRsYMWIEiePOnz/fzc3/5ZdfwmAwEJdvRcnOzvappOsCY8aMwRtvvIF77rkH58+fB8uyuHDhAlasWFFpsVaXaN26Nfbt24eoqCjyMoiLi8Njjz2GzMxMrF+/Hu+8Uxz1bN68OTZt2oQHHngAfD4f33zzDWbNmuW13Pj4+Ar1gq9fv44PP/wQmzZt8hriqm3Cw8P9MpNnx44dsXr1agDFIcl27dohLCys0jkv1WlP6cZBJBJV6hmNioqCVquttJj9/fffMXDgQAwZMgSrV69GUFAQoqOjsW/fPreZpF2RSCRQq9W4desWunfvTmbTnjhxYrXMNg0Av/zyi4fnFCgevv7ll19CJpO5Lb/nnnuwdetWMgqSo2PHjkhPT3cbkfT111+TZPXw8HCoVCrs3LnT50gzgUBQ6+KlNA888AAuXLiAhx56CAsWLMCuXbvQuXNnn9vf7kjCN998k3SUH330UXz11Vdlej1Kj7I8duwYOnfujJSUFKSmpmLPnj1u+UYV5ezZs5g0aRKZOLP0zPF1kXKlGsuyXmsTy7IpZeyzBv+NLiqr7EIAvbwsXwbAIyWdZdlDAKrc7fj88889lo0bNw7vvvsu7r77bjzyyCPIzMxERkYG+Hy+24PLMAyGDRuG999/32dyIEdBQQG+/fZbvPbaa169EnURbij0ggULwLIs7r33XjRp0sTfZlUZiUSC9PR0fPzxx27LuU8ruNK3b1907doVp0+fBoAy83SGDh2KCRMm4O6778bjjz/u1b3NDbX84IMPcPjw4RpJ1q1LsCyLixcvok2b4hkNioqKEBQUBAB45plnMGPGDGi1WhiNxhoNndUm3ISUlfnYamZmJulpu+aZlNfDTUlJwZUrVwAU56NYrVY4HA5s27bNZ4J7ZcjMzCTDjl0JCgrCu+++6zECsE+fPpgxY4bHKLro6GhcvXoVU6dOhcVigUQiQa9evYhHNSUlBd9//z0KCwvr/LuFa7iHDBmCmJiYKoWxK4rr9eXz+fj666/LHaAhFApJTuE///xD5kkaNmwYOnbsiL/++gtz586tsA1qtRpr1qzB4sWLiQeHYZg67X0BaiaEVK9gGAbJycm4fPkyXn31VfTo0QNvvfWW10Q9hmEQEBBQbjLqJ598gkGDBmHx4sV1Yqx8RZkwYQLy8/M9elz1FS6npTxiY2Mxbdo0t8nwfCGVSvH5558jJCQEq1atwr59+zBu3Di3pOo9e/agd+/eiIyM9JqA6C9EIhE0Gs1tjV47fPgw9u7dSxIvgeLRRNu3b8e0adPQpk0b3Lx50y1E8Morr2D58uUNSsh16tQJ27ZtA8uyXkPEX3zxBV544QUkJCTc9rH69etHvBrNmjXDwoUL8eKLL+LXX38lE85lZmbixIkT2LBhQ6XKzs7ORmKi75koXJNWOaRSKRYtWuR1ey4J3hv33Xcfrl+/7rXMuorrsPraoiLDk1NSUvD333+jW7du0Gg0pGPwzTffICgoCB9++GGljvnNN99g6tSptxV+8gd35KcESjNmzBjMnz8fDMPg4YcfxubNm32+5FNSUsr88m9RURGkUik6dOiAuXPnIj4+vqbMrnZiYmIajHgBUKnRXyNGjKjwtlFRURCLxRgzZgwGDhyISZMm4ejRo+Qr2Dt37qzVXJOK8vrrr2PmzJlk9N3NmzcrNHzUle3bt6N169Yk4V2hUOD8+fNYs2YN+ZRBRkaGW7Jjo0aNYLFY6kQuUHUye/ZsnDp1ymPSxPz8fBiNRsybN48MXb98+XKl54JyhROLDz74IHbv3o0uXbpg9OjRmDhxIho1aoTnn38eXbp0qfQM1Js3b/YaPqoJ+Hw+nnvuuQp1FChl07VrVxw8eBBz5851yy/kPJ/cbO0VgWVZaDSaOjGvS2WpX3KrhnBVneW5zTp37owFCxbgscceg1qtxoIFC+B0OsnH3/bt2+c27IzSsGnWrBk+//xz/Prrr0hLS0OTJk18Jvz5m9jYWIwbNw5ffvkl8vPzER8fj4KCAnz66afl74zi4ZUxMTF44oknsGjRIrRv3x7z58/HnDlzIBAIyPTuGRkZHmLlo48+qolT8jvcZIuuOR0//PADhg8fjry8PLz11lt47bXXsHPnTowcOfK2j9eyZUusWrUKDMOgadOmbqMje/XqhX379vmcdqA0Wq0WarW6WrxElNpFIBBgzpw5Pte3bt0aFy9exL333ltuWWfPnvX47Ex9gXpgKolYLIbFYoFarcbUqVMxefJkREVFkaSpEydOVMsoGkr9QSKRYPDgwWjSpAnOnz+PlJQUf5vkk2bNmuG9997DwoULMWXKFAQFBVV4orTU1FQ8+eSTCA4OhsViwfz58zF06FDSo+7WrRvS0tKI0HHFdTK/hkS3bt1w9OhR8nvbtm2QSCRo1KgRmdY+NTUVTqezWvLheDyez/yRyg6VX758ebVOfU+pO7Rv397rx3S9cfLkSXTq1KmGLaoZqICpAnfffTcmTpyI999/H1FRUWjVqhX5zDnLsn7Poqf4h2eeeQYffPCBv82oFPfddx9JXgaKG+DJkyd7nc/DdQ6lN998EwkJCW5ivVu3bjh8+DAAzzl0GipchwYoDp3J5XKMHj2arOfxeJg8eTLee++9GrelMiJRp9PBarXWqxA3peI0bdqUhIdZlsW+ffswdepUj086AMUfjSw9v019gQqYKjB8+HD079+fJCpyU/L748uxFMrt8PDDD+OHH37A7NmzsWLFCpw6dQqPPvqoxxfGLRYL+bgcUJxoyA395AgODoZCoajVTxbUBUQiESwWC7Zv316pXKqagMfjVehDpjt27KjX0yRQyoYbVZqXl4dhw4bh7NmzePzxx91mQy69fX2E5sBUAYZh3B7+pk2bYuPGjcjKyvI6HJFCqauEhYVh1KhRkEgk0Gg0aNeuHRlS6To1+qpVq7x+jbw0PXv2vONywB577DH8/vvvyMnJ8btHo0WLFuSzHffee6/PhuncuXMVmmGbUn8JDg7G9OnTsXz5coSGhsJisWDBggVkXqpNmzYhJSWlXkcMqICpBgQCAWw2G44fP15j015TKDVFq1atAPw3a3JERARUKhVZzyXmctuVRW2NaKlLdOrUCf369but7zpVFz169MCCBQtgMpnQrl07jw8zAsUhBYFAUG973ZSKMXLkSIjFYjIyyTXcaTKZ8Pfff2PJkiVV/kxOXYAKmGqCYRicOnUKTz31lL9NoVCqlV9//bXC37G6E2EYBuvWrfOY8M0fJCcnY8KECUhKSsLcuXNhs9k85t9x/dI6peHibRqJpKQkZGRkYN++fXjzzTfRuHHjej25JM2BqSbatm2LK1eu1LuJgCgUb0gkEpLIe+bMGb9M6FWfqAvihaNFixZkFty9e/d6rOemnqfceTz33HP46quvyMzZ9Vm8AFTAVBs9e/ZscBN1Ue5cWrZsSaavB+pvkt+dTI8ePbBnzx6P5VevXqUemDuUqKgoPPvss/VqNuSyoAKmmoiPj8fkyZP9bQaFUi1wI+sMBgOJoVPqFzweD506dXKbpwZAtX7JmlL/6NSpU4MRsFTAUCgUD5o3b44rV67g1KlT9XaWTkpxyODHH38kv1mWpdM9UBoMVMBQKBQPxGIxioqKsH//frfh1JT6BZ/PR8uWLXH9+nUAxd9piouL87NVFEr1QAUMhULxSlxcHHJzc2kIqZ7z1FNP4ffffwcAyOXyBvXBVsqdDRUwFArFK8OHD8egQYP8bQblNomPj0dOTg4AID09nYYEKQ0GKmAoFIpXwsPD0b17d3+bQakGGjdujCtXrkCv1yM0NNTf5lAo1QIVMBQKhdLAGTJkCObMmYPo6Gh/m0KhVBt01jUKhUJp4AQHB+P777/3txmUO4jhw4c7JRIJr3fv3lXan5uEMT093ec2VMBQKBTKHQCd+4VSm0gkkhqP8NAQEoVCoVAolHoHFTAUCoVCoVDqHVTAUCgUCoVCqXdQAUOhUCgUCqXeQQUMhUKhUCiUegcVMBQKhUKhUOodVMBQKBQKhUKpd1ABQ6FQKBQKpd5BBQyFQqFQKJR6BxUwFAqFQqFQ6h1UwFAoFAqFQql3UAFDoVAoFAql3kEFDIVCoVAolHoHFTAUCoVCoVDqHXeUgGFZ1t8mVBmn0+lvEygUCoVCqTPcUQImOzsbRUVFPtd7EwlOp7NC4sFmsyE3N/e27CuLrKwsWCwWn+utVmuVy2ZZFna73ed6o9EIjUZT5fL9idVqhclk8rcZlDuI+txRolDqE4LyNpDL5Q4A51wWbZLJZPPlcvnfAOIBcK3DVZlM9r+SfYYCmAKAD8AOIB3AZJlM5tYKyuXyCACbATQGkAHgeZlMppbL5SkAfgNwo2TTX2Qy2Sy5XB4A4AAAcYntP8lkso/KO4cOHTrA4XBAJBJBr9cjKCjIYxuWZZGRkYHk5GQIhUKyLDc3F0KhENHR0WBZFgzDuO3ncDjA4/Gg0+nA4/FgNpsREBDgUb7BYIDFYkFkZCRZZrVaYbFYEBISArvdDh6PBx7vP03Jsix0Oh2CgoIgFouh1WoRExPj1fbMzEwkJCRAIpF4Xa/X6xEaGuq2PD8/H4GBgbBYLLBarYiPj3dbbzabIRaLodfrwbIsHA4H+Hy+R/kajQZCodDtutrtdqhUKq/2lubWrVtISEiAQOC9OtpsNnJPKotGo4HT6fR6XQBApVJBKBQiJCTE63qLxQKRSOR237lr4cteVwwGA4KDgytls7d65g29Xg+RSASxWHxb5XjD4XAgJycHycnJPtdrtVpERERUqfzysNlsEAgEVba/LJxOJ/R6PcLCwryut9vtsNvtXp/jsuCud1ZWFmJjYyESibxup1AoEBMT4/VZul1sNhtsNhsCAwOrvWzg9uoUhVLdVMQDY5LJZPe5/M13WTfEZTknXvoCeAvA4zKZrC2A+wGkAYj1UvZUAPtkMlkLAPtKfnMcdCl7VskyC4BHZDLZvQDuA9BXLpd3Lu8EmjRpgry8PISFhYHP58PhcPx3ciYT8vPzYTQaERERAZVKRdYZjUYEBwfD4XDAZDLh1q1bbr0rh8MBhUIBpVIJq9WKiIgIGAwGt2MXFRWBZVkYDAbY7Xa3Y6tUKhQVFcHpdKKwsBCFhYVu+6pUKhiNRuTm5iI8PNyjZ2c2m0kZMTEx0Gq1Xs/fbDZDqVTCZrO5nbdQKITRaIRQKASPx3Mr32q1oqCgAEqlEgzDICQkBEaj0ePcuPJ1Op3bOqVSScoxGo0etjudTphMJlgsFkgkErfrDhS/KFmWhc1mw82bN92um91uR25uLux2O2w2G3Jycjz2zcrKgtFohNPpBI/Hc9sfALHXarXCYDD47DXn5+d7eJ9UKhVyc3NhMplw48YNn/taLBbk5+f79AB589qxLItbt27BarWSa1AajUZD6lTp6+aKQqHwuGd2u5148rRardc6VVRUBLVaDYFA4FZnOJudTid0Oh0sFgvMZrPPcy/9LLAsC4VCAafTCbvdXqanIjc316NOlbazNE6n0+M+lz4+UCz8dDqdx7lxaDQaKJVKN/tc74XZbPZ6XW7evAmr1QqRSOTxLLIsC6vVCrvdDoZhPJ51V7x5UwsLC1FUVAS73Q69Xu9zX61WC7Va7fM6GI1GD0+uzWZDdna2zzJdycjIKNPbezue4PK8pUajscz13uoTd93Lw+l04saNG2V6om/Hs+btuldX2SzLIj8/v8r712dqIoQ0DcXelmwAkMlkDplMtkomk132sm1/AGtK/r8GwICyCpbJZKxMJuPeisKSv3Lv/C+//IKYmBiIxWIEBQWRlzrLslCr1RAKhV57ZFzvOSoqCnq93kOgaLVaREdHQywWIzo6GgKBwO3FYTabodFokJubCz6fj9DQUNLocz3M4OBgInJcw1Vc4x0XF4f4+HjiBXBdr1KpSG8yODgYDMOQB8Fms0GhUECn00Gr1aJRo0ZuDbFOp0NYWBhiYmIQGhqKwMBAt8ZOo9EgMTERAQEBiI6OhkQicXt5GI1GFBYWoqCgAEKhEGKxmLwoOI9JZGQklEolCgsLoVar3a6tUqmESqVCYWGhV3HGCTqtVovExES3/TUaDUJDQ6HT6aDT6SASidxs5zwDBoMBkZGRkEgkbg2eVquF0WhETk4OAgICIJFI3F4uWq0WSqUSFosFQUFBbuu4xjcmJgZmsxkREREeIkGr1UKj0UCn06FRo0YeDbHFYiEeDD6f73Zd1Wo1oqKioFaroVarkZub63ZtDAYDEbVisdijzjkcDiiVSuIhcm1IWZZFXl4e1Go1nE4n1Gq1m21cnTKZTBAIBIiKivJYX1BQgLy8PJhMJsTExPhsTLVaLXQ6nVv4VavVQiKRIDc3FwqFwqORt9vtyMnJgc1m86hv3PEdDgfxjJbePz8/nwg6bw04d+5GoxGxsbEeAstgMJD7GxYW5nb8vLw8ZGVlgWVZaLVaFBQUuO2rUqkQGxsLlUqFyMhIj7CzWq1GXl6ez/rOYbPZkJmZ6VZfuY6PVqtFbm4u8Yi6kpubSwRSeHi4R6ic216n06GwsNBt/8LCQlKPvAk7s9mMgoICmM1mhIWFeTzLrnZmZmb6FBksy3oVnlw9UavVXjthXHk6nQ5qtdrntVMoFB73VKVSIS8vj9Tt0vtarVaYzWYYDAZERUX57BBYrVbcvHnT7b5ynQ273U7qTWk4Icxdd18oFAqf1xWAV7FdVFQErVYLvV4Ps9nsU6hxHQ5fcM9VaepD6L0iAkYil8tPu/wNcln3g8vyT0uWtQVwsoLHj5XJZIqS/+fC3UvTRS6Xn5HL5bvkcnlbbqFcLufL5fLTAPIB7JHJZMfKO4iruz8gIIA06oWFhZBKpQgPD0dcXBwYhgGfz4fdbofRaASfzwePx4NAIEBMTAyCg4PdGiur1QqxWIzQ0FC3cAL3kGi1WsTHx0MqlSIqKgoBAQEwmUykIZBKpQgKCoJOp0NwcDACAwPJA24ymSCRSIhNANxEgslkIuIqPj4eDMNAJBLBarWiqKgI+fn5iI2NhclkQmBgIAQCAXn4LBYLGIZxC1cFBgaSCsuJKR6Ph5CQELKtw+EgFV2r1SI5ORlBQUGIiIggAohlWSiVSuLtioqKQkJCgtvD5XA4wDAMYmNjERUVBYFAAB6PR+zjeudcSE0ikZDjcvk6XOjLYrF4vLDNZjMCAwMRExMDoVCIgIAANxFiMpkQFxeH6Ohocg84Ecm93MViMQoLCxEWFgahUEheTnq9HiEhIRCJRAgPD0dISIjbS9Nut8NsNpM6VzrMxB0jLy8PNpvNQxRbrVYEBQUhICAAVqvVw3aDwYD4+HhERUUhIiLCo6HnPF8KhQJSqdRN4BgMBkilUvB4PBKOdG1QDAYDQkNDERUVBalU6nbewH8eyYiICMTGxoLP57u90LmePFcPQkND3Z4Xs9kMqVSKuLg4JCYmejRmhYWFCAkJIc9GaXFmMBiQnZ1NGhvX/Y1GIwICAuBwOGCxWHDz5k2Pey4Wi8GyLLmnrnXSYrFAp9MhMzMTQUFBkEgkxHYuTCyVSkk9E4vFpFHhroFEIkFcXBwJfXHvAc4LEBcXh9DQUIjFYg+voFqthkqlgkajQaNGjdwacq1Wi/DwcCQkJCAxMRHBwcFu91yn0yEwMBCFhYUIDQ1FQECA27XhvAtWqxUMw5Bnhzs3Pp8PqVQKjUaDoqIiUoc421UqFXg8HnkeSsN5TnQ6HZKSktwaS64jZbPZUFRUBIVC4VanuPdVdnY2+Hy+h4ec81LqdDowDONx7lzjzD1vrs+S0+mEzWZDTEwMcnJyiAh0PTeuI8V1VksLnKKiIlitVuh0Og9Br1arER4eDq1WC61W63FunAc4JycHYrHYrc5wxy8sLCS2l/bQqNVq8l7Kzs726ExwYtNkMiEhIcFDpHC26/V60vHxhlarRU5OjtuzbDKZSEeF87qWxpf3tTYpP4hfEkLysW6ITCY77mtHuVx+D4B1AEIAvC+TyTb72lYmk7FyuZyrPScB3CWTyQxyufwJAL8CaFGynQPAfXK5XApgq1wul8lkMnnp8hiGGQlgJAA0atSILOfxeIiPj4fVagWPx/OIFQcFBSE/Px88Hg+xsbGlyyT/12q1XuPMnCDh8k24BpiDZVnk5OSQhhsAEhMTARS/TFQqFcRiMTQaDeLi4tzKFovFJMdGq9V62BccHIyCggJIJBIkJCQQkeBqv9lshlqt9ijb9cWhVqu95oRwITaukeVehpxtGo0GdrudND4ASB6AQCCA3W4nXoHSoo9rMIKDg8n1K53bwb1MuWsbFhYGgUDg1pAWFRV55B64hkK4hgwAyasRCoUwm83Izc2FVCol94u7BoGBgSgqKiJCxzVXyFUEAv81Nq42cI0Vn89HUVERQkJCIBaLIRQK3bxqnIeCO7ewsDDYbDbodDoEBAQQUckwDLGdC78FBweTciIjI4kA5ISlRCKBTqdDQkIChEIhioqKIJFI3HrzBoPBo164YjAYEB0d7XHOJpOJePfi4uJQWFiIqKgoACC2mc1mck24/bk6x/3LhSpLX3fufhsMBsTExBDPGvdyZxgGOp0OMTExCAwMRHZ2Nho1aoTCwkJS/3U6nVfbOVyfN24bztuTn59PnleFQoGIiAiwLAuj0YiwsDBSn10RiUSwWCwICAiAwWBASEgIhEKh233j6qJeryf3lc/nu+V7cZ5YbhnDMAgKCoJKpSLPHudRcrXBtSFWqVRISEiASqUiOUsGg8FNpIvFYuh0OhIq5uoa1xmQSqWkPK7OcmHnwsJCMAwDhmE8nlm1Wo3IyEiSi5aQkAC9Xo/w8HBy3WNiYsj5GwwG0jnj9m/UqBHxgPN4PKjVagQGBsLpdBJPZG5uLvGUc+8ZTpCLxWLyjs3Ly3Ort8HBwQgKCiLH564dJ0C5MCuPx0NkZKRbqIZLG8jNzYXT6URUVBSKioqIyNPpdIiNjSXlGo1GmM1mci85jwxnOyc4RCIRzGYzyV3k8XgIDw+HyWQi95h7V7q+p12Fn9PpJLazLIuEhAQolUq3Not7B5jNZoSHh5MygeJ30V133QWFQgGWZSEUCt3yGY1Go4cX0h/URAjpPIrzXiCTyc6ViJ9dALxlUebJ5fJ4ACj5N79kPx0XKpLJZDsBCOVyeZTrjiUJwX8B6OvNCJZlv2VZtgPLsh2io6Pd1vF4PAQEBHhtpCUSCWJiYtwqnisikQj5+fmw2+0eLy2gWERwvQ7Xh54jNjYW8fHxXhMvuRd5Xl4eeahdEYvFMJlMUKvVCA4O9lgvFAqRkJCA8PBwr7aHhYVBr9f7PDcAKCgogEAg8JrozIXKEhISPHpinJgRiUReE2a5hpTLwSh9/oGBgaQx9bY+KCgIOTk54PP55CHkjseh0+lgNBrJy9HVNgDETe3tvsTFxZFwU2m4RojzapW+dpxA4RIoSwuo0NBQ5OfnIz8/n3jbXBODuZwIp9PpcV05LwjXUJSuc67Cs6ioiIQSubohkUhIyIPzMnLeI1evnVKphFQq9VovXEepla5zkZGRMJlMpF7z+XySoMoJS6vV6vW6u4ZzucbTFU50cV6tgIAABAQEICoqCgzDEE+DUqkkz4NIJELjxo3dxDEnRLyJF9fcltJJ9AKBANnZ2YiIiCBiMyEhgdhhNpuh1Wq9Jolz67kQb+nOThH6MzEAACAASURBVGBgIMlhCggIgFQqhVQqJfdfIBDAarUSUV36nnNilctlK33fJBIJ8SZyCclxcXEQiUSkgeQaNO5Zi46ORnBwMGnUWJYl4VpXxGIx8RaYzWbieeLEIudNNRqN5J44nU6IxWJS37hr73Q6wefzif2u3iPX9ZxHkM/nk/w8TlhGRkYiMTHRLUXA4XDAYDD4HNQAgITeXY/v6nnT6XTEY8g9Oxyc1wsAYmJiIJVK3Wx37WyUrhOcDXa7HVFRUcR27h3pdDqhUqmId5jrULp69TjbfcGF0ePj45GQkOCR42ixWKDX66FQKNyODfznlWMYBvHx8aTD5uqF4cLj/qYiHpjKMg/AZ3K5vL9MJssqWeZ9CAiwDcBLAOaX/PsbAMjl8jgAeSVemU4oFlqFcrk8GoBNJpNp5HK5BMCjABZU9wmUNbpEKpWWOyqG6316g+up+KKsHjDX+7LZbD5HzZQFJ0B8ERERQV40ZeHLfm+CjkMikSAnJ8dnL5/H4yE0NBR5eXleR7YEBweX+cByPRiucSuNUChEdna2x4uIg2twvcE1XNz/S8O57+12u9dzE4vFiI+PJ+GN0mVERUWRZGZvCIVCKBQKhIWFeR0ZExAQgMLCQhKmcIXH4yEpKclrucB/HsfAwECvx+c8CVyOR2kEAkGZI5G4hjQ2NtZDQAQEBJBwhcPh8Dg+9wLl8nK4XnRp24OCgtzqBnd9+Xw+bDYbCgoKvI6GCw0NhUajIWHI0nCeLG/3nPM2OJ1Ot5GFHGKxGGq1GhaLxWud5PF4ZT7rYWFhUCqViIyM9DqaiWEYqNVq2Gw2r880F75TKBRe3xWRkZGw2WxenymuPhuNRoSGhnrcN85zxwnM0scPDg6GQqGASCQi78LSdYfLxyotzlzDhtwIzNLExsbCZrP5fBa4kFBMTIxXYWcymWC32yESiTzOLSQkhOQTmc1mj/cFj8cjOSdcnXL15HOCmAuDuuIaNuQ6G65wHjGj0YioqCgSwufuH5eCYDQaiQfcFVdvLudVKX18g8FAcr241AMOznZOGHJlcp1TzkNjt9vdRJ8/qYiAkZTknHDslslk3GihH+RyOReQVMpkst4ymWxnidDYJZfL+QA0AOQAUr2UPR/AFrlc/iqAmwCeL1n+PwBj5HK5HcXDtF8oETPxANaUlMsDsEUmk+2oxPneNlyv1V+UJRJul6oOVa4I5YkAoLhB8vbCqghckrQvIiIiiBu/KpT1sAYGBhKvXlnbuXqPXCkdZixNeUOVw8LCSEJxZV8qIpEIiYmJZYrSvLw8REZGVmnYb2hoqM/7wuPxiIfJl+jn8/k+RbdAICB1yhthYWEknOWtU8I1wFKp1KdoL+t6evPkue4XGhoKp9NZpfeFQCAoU+BwOUC+vGZAcb30NZyay8nwBp/PJ427t+dRJBIRYehNBEgkEsTHx/sM14nFYmRnZyMyMtKrCOFG2NlsNq/1orzORmxsLFiW9XrPOdErEom8Ck9ONHPhv9LXNjIykgze8EZoaCgyMzPJoJHSCIVCGAwG6HQ6j2krGIZBXFxcubYHBgZ6FaVisZgIFG/nxuXwcLaXPjeRSISsrCySO+hKYGAg8XSq1eoabYcqA3MnTLrUoUMH9vhxn6k6FAqFQqkE3MibqnbmyppPhgtvREZG1olefnXChbHDw8N9Cryqwo2qLZ1fWFn7fNnFjablBq4AAMMwJ1iW7eC6HcMwTwHAypUrtwFA7969q2TL3r17AQCvvfba0wDAsuz20tvURAiJQqFQKA2YqjaQHGUJk7K8Q/UdLhm4JmAY5rYnlixLVMXExJQZ6vYHd9SnBCgUCoVCoVSe8kLd/oAKGAqFQqFQKPUOKmAoFAqFQqHUO6iAoVAoFAqFUu+gAoZCoVAoFEq9gwoYCoVCoVAo9Q4qYCgUCoVCodQ7qIChUCgUCoVS76AChkLxMzabDYMGDYJer/e3KRQKhVJvoAKGQvEz3377LUaOHIlly5b52xQKhUKpN1ABQ6H4CZPJhD///BOZmZno1asXeDweMjMz/W0WhUKh1AuogKFQ/MTSpUtx8eJFDB48GAAwduxYrF692r9GUSgUSj2BfsyRQvETWq0WU6ZMIb+Dg4NhMpnK/CIshUKhUIqhb0kKxQ8olUrExMR4LH/ooYeQlpbmB4soFAqlfkEFDIXiB86ePYt27dp5LO/Tpw9SU1P9YBGFQqHUL6iAoVD8wJkzZ7wKGJFIhMjISIwaNQoOh8MPllEoFEr9gObAUCh+QKVSITIy0uu6iRMn4siRI/jll1/w3HPPkeV2ux0CAX1kKRRK3Wft2rVOk8nE+/XXX6u0f15eXrnbUA8MhVIH6dKlC86dO0d+X7t2De+++64fLapdli9fjoyMDH+bQaFQqojJZKpxfUEFDIVSy9hstkp7Uo4fP47r16/XkEV1i7y8PBQUFGD58uU0H4hCofiEChgKpZa5fPkyWrZsWe52fD4fdrsdAHDp0iU88cQTuHr1ak2b53c2bNiA0aNH45NPPoFcLsfZs2f9bRKFQqmDUAFDodQyaWlpaN++fbnbtWjRgggWu92O+++/HxcuXKhp8/xOfn4+YmNjARTnA61du9bPFlEolLoIFTAUSi3AsiwOHjyI6dOnIycnp0IemPvvvx/Hjx+Hw+EAj8dDo0aNcOvWrVqw1n9cu3YN8fHx5Defz8fDDz+M6dOnY9GiRQCKE6BZlvWXiRQKpY5ABQyFUgssWLAAhYWFmDFjBmbMmFGhfVq2bImLFy+SOWOioqJQUFBQs4b6EbvdjoULF2LUqFFuy/v164dZs2YhJiYGEydOxLBhw5CVleUnKykUSl2BjsmkUGoYp9MJnU6HAQMGVGo/hmEAAAcPHsSgQYPI74bK0qVLMW7cOIjFYq/rBw8ejD59+uDatWs4c+YMkpOTa9lCCoVSl6AeGAqlhklPT8eDDz5YpX0HDRoErVZLckIaKk6nEwUFBWjVqpXPbRiGQVRUFO655x7I5fJatI5CqRwZGRl46qmncOPGDX+b0qChAqaBc+7cOZw4ccLfZtzRHD9+HJ07d67Svu3atcOHH35IfjdUL0x6ejo6depUoW0DAwNRVFRUwxZRKFVn48aNWLZsGbZs2eJvUxo0VMA0cDZv3oy1a9fCarX625Q7lry8PK8fbqwKIpEIZrO5WsqqS+zatQt9+vSp8PY0iZdSl9Hr9bjrrrug1Wr9bUqDhgqYO4B+/frhyJEjbsuOHTvmsYxSc1SX56R169a4ePFitZRVV+C8KYGBgRXeJzExkSby1hAsy2LHjh2wWCz+NqVeoVKpYLFYcOnSJTRv3hwAcNddd+HWrVvIz8+HwWDws4UND5rE24Axm80ICAhA9+7d8fnnn6Nnz54AimeCXbt2LeLi4tClSxc/W9nwqc6wT7t27XD48OEKzSNT15k0aRJEIhH0ej2mTp1aqX27d++OJUuWoEmTJhgzZkwNWXhncu7cOfzxxx9Qq9UYNmyYv82pNyxatAgqlQo2mw0LFy4EUPx1+T/++APXr1+HXq/H0qVL/Wxlw4J6YBowZ86cwX333QeJRAKj0UiWHz16FE899RRsNluly2RZlvYkKoFGo0FoaGi1ldekSZN6/UmBjRs3wul04uzZs5DJZJg3bx6WLVuGpKSkSpXTpk0bWCwWBAQE0ByvasThcGDnzp2YOnUqFAqFv82pNzidTtjtdnzxxRcYOnQo8SY2adIEt27dQlJSElq1akWvaTVDBUwtsnHjRuh0ukrt43Q6K7SdxWLB9OnT3Zb9888/6NixI4D/5hQBgP379xNvTGVZtGiRW1IppWwOHz6Mhx56qNrK4/F4cDgc1VZebfPTTz9hxYoV+PnnnzF48OAql8Pj8bB48WI8/fTT2L9/fzVa6JsLFy5U+HmsT1gsFmRkZOCLL77ArFmzEBISgoSEhAaXKF2T+SiHDx9G165dIRKJ0L17d7d1s2bNwhtvvIH7778fp06dqjEb7kTuSAFjs9lq1YvAsixmzpyJrKysSn2c7sKFC3j++efLLPenn35Cbm4udu7cCYZhsHnzZvL9nLy8PDL8tn///liyZAl27NgBs9kMiUSCmJiYCn2ynMNoNEKv16Np06b0S8EVJD09HR06dKjWMsViMWlcxo0bV288YtnZ2Xj00UeRnZ0Nq9WKgICA2y4zMjISKpWqGqwrG4fDgblz52L27Nk1fqzaZuLEifjjjz/Qtm1bzJw5E2PHjvW3SdWOw+HAww8/XGMiZu/evXj00UfL3KZdu3Y4c+YM+V1fEtGVSiXeeecdvPzyy3XO5jtSwOzZswdLliyptePt3LkTnTt3xuTJkyulwNeuXYsHH3wQubm5Xtdfu3YN58+fx7p165CWloYZM2ZAo9FgxIgRSE9Pd9tWKpViyZIl4PF4xIPSpk0bXLp0qcL27Nu3D3369MHQoUOxcePGCu93p+J0OmE0GiEUCqu13Mceewypqan4888/kZycjE2bNlVr+TXFP//8g06dOmHChAl46aWXqq1cPp9frQ0Ty7JwOBy4efMmJk+ejMuXL+PgwYMYNmxYhUOo9SXMl56ejp49e2LkyJF47LHH/G1OjZGamopx48Zhw4YN1Vamw+GAw+GAWq2G3W6HSCQqc/ugoCBSd5RKJVJSUkhnsy6zfPlyTJs2Df/73/9w4MABf5vjxh0pYM6ePetTFFSWxYsX43//+1+ZyvTAgQPo06cPGIYBj+d+yX3tx7IshEIhXnzxRaxduxZmsxlTpkxxs/v8+fPo168fLl68CJlMBoZhMGrUKKxZswapqano0aOHW5lCoRBPPPEEmem0ZcuWlRIwBw4cQKdOnRAeHg6tVgun0wmn09kgh/VWB0uXLsWLL75Y7eV26NABf/75J3bs2IEpU6bUycZSr9d72MXlvURGRpY5YV1lGTduHD766KNqaQxMJhMmT56MGTNm4Oeff8bMmTPx1VdfYcuWLXjkkUfw7LPPYuvWrWWWsWPHDrz++ut1rrfqja1bt2LgwIH+NqNGyMrKwrhx4zBr1izs2rULI0aM8PiW2M2bN3H8+PFKl3369Gm8/fbb+Pjjj/Hpp59i8uTJFdpPIpFAr9dj4cKFGDlypEdHs65htVphtVohlUrx+OOPY+/evWTdggUL/GhZMeUKGIZhHAzDnHb5m1qy/G+GYS67LP/JZZ+hDMOcZRjmPMMwZxiGWckwjNRL2REMw+xhGOZKyb/hJctTGIbRupQ9vdR+fIZhTjEMs6MqJ11UVISWLVsiOzu7Uvvl5OS4vSTPnTsHHo+Hvn37+vzIHsuyEIvFZCRKQkICSeQ6duwY+vfvj3/++cdjv+zsbCQlJSExMRESiQTvvvsuXn31VSxevJhsc/HiRbRu3Rpvv/32/9k777Aorq8Bv7NUCypYsBdUsIGgxt5rVPypSSxRY0nsxBK72MUAtqBoNLYkWANiV9RYIhYEG9gFKzYULIgonfn+wJ2PZRdYOui8z5Mn7J079x5wZ+bMqQwcOFAaVygUzJ49O926GuXLl+fZs2e8efMm3TeTI0eO0KRJE0kBa9++PSdPnuSff/5h4cKF0jxfX1+cnJwICQlJs/aMsvJqfsbf35+7d+9m6twPHz7w5s0brK2ts1kqJEW1a9euCIJAsWLFeP/+fbbvkxX8/PwYO3asSqpzbGxsum+pmaF06dKMGTOG5cuXZ2md0NBQpkyZIj2YJk2aRJEiRXBycmL58uXo6elRt27ddNPYz5w5w5AhQ6RO4sm5f/9+volhCgsLo3jx4jnyb5JbTJo0CScnJ7XYJFEUWbZsGUuXLqVPnz5MnDgRQRCoWLEiO3bskO49Fy9ezLA1OS4ujk2bNuHi4sL8+fNxdHTE2NhYq3N79erFnDlzKF68OD179uTkyZMZ2ju3OX78uGSZ09HRkZTyJ0+eYGRklJeiAdpZYKJEUbRO9p9zsmMDk41/ByAIwtfAL0BXURTrAg0AH0BTLfQZwAlRFGsCJz59VnIm2doLU5w3AchSMYwGDRqo+CPTIzo6mqlTp2Jvbw8kXSDr169nzJgxWFlZce3aNWnu69evpZ+fPXtGhQoVpM8NGzbk8uXLJCQksGPHDvbu3cvFixdxcHCQlKOYmBhOnDghxU6MGzeOlStXYmFhgYGBgWTx+PjxI0WKFKFevXro6mY8I16pVG3dupXjx4+rZCol582bN5w8eZLvvvtOGuvQoQPu7u74+vpSuHBhwsPDAThw4AB9+vRh7969TJs2LdW9jx8/zs8//6wyduzYMZ4/f57h3wOS3pyVF1d2vfl6eXnx119/ZercnTt30r9//2yRQxOWlpaSz71Nmza5FsiqLY8fP2b8+PGcOXMGIMd7F1lYWGQ4QD4lK1asYPHixSrXKyS9NRcqVAhIumb09fVTrZFy8+ZN6tatS6tWrTh9+jTx8fH8+++/JCYmsmfPHv744w/c3d3TlOPJkydA0nc6J9m8eTODBw9O9bihoWGOy5AVRFGkSJEi9OjRQy026ejRo3Ts2JFChQpRu3ZtqlevDsB3333Ho0ePpAq5Dx48yLDlbsuWLYwYMULNmq4N9erVw87Ojl9++YWiRYtmyHqdm+6m6OhoRFFUS0IwMzPj/v37HDlyhK5du+aaPKmREy6kWcAUURSfAYiimCCK4p+iKAZqmNsTcPv0sxuQbrc7QRAqAt2BjZkR7v379xgZGWFpacn169e1Ps/Pz48hQ4bQunVrdu3axYkTJ+jWrRu6urrUrVuXmzdvAklvcUOHDmXv3r1AUiBu3bp1pXWUgVw7duxgwIABKBQK7OzsaNmyJUePHuX9+/eMGzeOyMhIrKys1OTo0qUL//77L5A9D2odHR3ev3/PlClT2Llzp8qxdevWMW/ePObNm8fMmTPVzlu4cCHz58+nU6dOnDlzhpiYGHR1dalRowZjxozB2Ng41Rv9yZMn6dOnDydPniQmJobY2FjWr1+f6TeS+fPns27dOo4cOcL48eMztUZKYmJiMDExISQkRIqL0Ja7d+9Su3btbJEjPb766qtMmcFzkmfPntGxY0du3brFsWPH2L17d44qdJB0c82sOy0xMRGFQkHRokXTndu0aVONVlOA/fv306tXL6pWrcqtW7dwdHTkzZs3jBo1itu3b7N06VKuXLlCbGysxuvX39+fn376iQsXLvDtt9/mWNaK0gJarly5VOdUqFCBZ8+e8ezZM7799ttst/JlNRHg/v37VK9enXr16mFmZia5Y549e8bJkyfp3r272jmmpqbMnDlTsgxGRkZStWpVXr16pdWeoihy584djfdmbalZs6ZKXJw29/GYmBg6d+7MqVOnMr2vtkRGRjJmzBhGjx5NqVKl0NHRkY7Z2tri6enJ7du3qVatWo7Lkh7aKDCFUriQ+iU7ti3Z+NJPY3WBK1rubyqKojIx/gWqVppmn9xPhwVBqJtsfAUwDdA6n1EUReniu3r1KvXr16do0aIZShNUpsnZ2try6tUrdu7cKZnWihQpIlkvNmzYwJYtW6SL6ebNm9SpU0dap1ChQnz48IHLly+r9H5p06YN586d49ChQ9jZ2WFnZ6cx+LNJkyb4+vry+vVrSpRQ88plmHnz5jFr1iwpoDc4OJgFCxawc+dORFFk2rRpTJw4UaOJtFy5cpiYmGBjY8OVK1c4c+YMbdu2lY63bNmSc+fOqZ33/PlzTE1N+fbbb/Hw8GDy5MlMnTqVJUuWEBioSc9NH11dXUqUKMGWLVto3LixVtY1Pz8/xo0bl2Yc0rBhw1i8eDHTp09n+PDhBAUFpbtuXFxcpiximUVXVzffuCWUKIMaIyIi2L9/P/Pnz8+W72ta9O7dmy1btgDw8OFDjd+91PD396dBgwZazW3SpEmqCsz79+8pVqwYgiDQtGlT9PT06N+/Pxs2bJCst0OHDqVXr16MHDlS5fskiiKbN2/m0KFDnD9/Hnt7ezw9PTXuk1UuXbqUbhHL6tWr8+DBA/79918mT57M9OnT8fLy0jj38uXLkhVWG3bu3Mm4ceOylJbu5+cn9Rjr2bMnx48fJzY2lkWLFrFw4cI0C0gaGhpKdbBsbGxULOhp4e/vT8OGDTMtc0oqVaqUakXpuLg4zp49CyS55mfMmMGhQ4c0zg0MDMTNzU3jsYyybds25syZw5o1a/jll19UjpUpU4awsLAMtf3ISTLjQkpu/0zuQpqa8kRBECw/KTf3Uyg+aohJTxHlk+QKUEUUxfrAKmDvp/VsgVBRFNOtXCUIwkhBEC4JgnApMDAQR0dHTpw4QUBAgBSX8PHjR+bNm8fGjRsRRZFBgwZx4sQJlXUSExOJjY3lzZs3FClSBIBRo0axbt06jSbEqKgoSpQoQdGiRYmMjOT169eYmJiozFFeYMlRKBRUrlwZT0/PNLV7hUKBnp4eXl5etG/fPr0/Q4aoWbMmO3bsYPjw4ZiamjJy5EiKFCkimV9TQ19fn7i4OM6cOUOLFi2k8ZYtW6q4NuLj4/Hx8cHR0ZGBAwciCAJr165l9erVrFy5MtMafXBwMFWqVKF///5s3bqVJk2aqFnXJk+erGYOP378OI0aNcLX1xdIeiN0c3NDFEVevHiBqakpJUuWZNiwYUyZMoXFixdz+PDhdOXx9fXN9QrHOjo6+TKjwcXFhVWrVuVKE0oTExOqV6/OnDlz2LlzJ/v37+fVq1eEh4fj5OQkzRNFkdmzZzNhwgTJYnP8+HE6dOig1T7GxsYaH9avXr2iVKlS0uc+ffporDBcr149KXbs2LFjQJKb1sHBgY4dO6Knp8eECRNo2bJljinCx48fT/f+Ub16de7du8fdu3dp1qwZrq6u3Lt3T3o5EEWRDRs2AEn1fdatW6fV3omJiVy8eBE7Ozv++++/TP8OgYGBmJubA2BkZMSHDx84ePAgQ4cOTTdFX6mcCYKgFgKQFh4eHvzvf//LtMwpsbGxISAggI0bNzJo0CCVY2fPnsXV1RV/f3/Onj1Ly5YtsbS01Fi4cf369RnyKKRFcHAwZmZmKpaX5CxdupSvv/46W/bKKjnhQrpJUtwLoiheF0XRGjgMFNIw96UgCOUAPv0/9NN5EaIoRn762QvQEwShFNAC+J8gCI+Af4D2giBs1SSEKIrrRVFsJIpio/Lly+Po6Mi+fft4+PChVBtl8eLFzJw5kydPnrBq1SqGDRumEmUdGRnJ5MmT+eGHH+jXL039CwMDA0JCQqS3zDZt2qR6cSoUCo0BUKNHj2bdunXp3uxHjx7Nnj17qF+/fprzMsqPP/7IjBkzqFChAq1bt86Qj7d169aYmpqqBAQaGBiQkJAgvels2bKFx48fM3nyZKm5YcrfVU9PL9UKwWFhYcycOZM5c+Ywbdo0yX98/vx5SXESBEHy0yo5cOAAlStX5s8//1RZ7+PHj/Tt21d6iGzevJmYmBguXbrE5cuXpTet+vXrU6ZMGa3r5nh7e6tlgOU09erV48aNG7m6pzZkJk4gKwwaNAgHBwemTZvG+PHj2bFjBxs3biQ4OFhKYQ0ICKBevXosXbqUlStX8vLlSyIiIihevLjW+4iiSGJiIkFBQdLfPaVVFVJvI1GsWDHKlSsnZRU6OjoyZMgQNbeHgYFBjsShfPz4Md0gTFNTU0JCQlAoFAiCgK6uLmPHjpXiRzw8PNi9ezeiKKKrq6t1KruyZkrHjh0znJYbGxsrWRtFUVT5fllaWuLt7a1VV3MLCwsuXbpE4cKFMTEx4e3bt2nOj4uLY+HChdSpU0eKh8oO6tevz8GDBwkPD6djx44qSQPe3t789ddfbNu2jXfv3lG4cGEGDhzI5s2bVdaIiorCxMSEWrVqcefOHX7++edMW2TDwsLStZTmxsuItuTE3cUJWPYpVkVJav/i+wFlQYghwD4AQRDKCp/+SoIgNP4k52tRFGeKolhRFMWqQH/gpCiKg9SXVcXIyAhBEJg6dapKDxkdHR0MDQ2ZOHEi9evXp3379pQpU4bQ0FC8vLxwcHBgypQpuLu7SxVtU6Nu3bo4OTlJgU1NmzZl+/bt0huCtpQsWTLdOeXKlWP37t25/nBIi86dOzN27Fi18e+++441a9YgiiK3bt2if//+aVpazMzMePjwodr4nTt3+PXXX7G3t8fBwYFhw4axdWuS7hoYGIiFhYU0N7lL5enTp/j5+TFhwgSVrLNHjx5JGV4fP34kKiqKqKgoBgwYwL///iu5GlNSr149FixYgL29Pfb29hrfhqKiojLUmDA7aN26da74x7Uhv6QPV6hQgRs3bpCQkMDYsWM5cOAAkBScbWtri76+PosWLeLXX39Vs5KmR4sWLTh8+DCurq6sX7+emJgYAgICMvVScenSJaytralSpYraMXNz80xnwqWFNvcOQRC4evWqimtNV1dXOvf69ev07duXe/fuoaOjQ5kyZVQSGFLD29ubDh06ZMr1OW3aNIYPH8779+/VrCz9+vVj5cqVWj1gzc3N2bRpk1Q19+XLlypJGik5cOAAHTt2TDPoOTPo6+vj4uLChAkT+Prrr1UsvPHx8RQpUoSqVasyYsQIIOmZZW5urtKS4MqVKzRo0IBBgwYxdepUSpUqpRbPqC2rV6+W9ioIaGOfLCQIQkCyz0dEUVTaRbcJgqB8PXglimJHURS9BEEoDRwWBEEHCAduAJpK0DoDHoIg/AQEA8qys98BYwRBiAeigP5iFu6Kyi90pUqV1Mx0kGQSVpbW79WrF46OjpQoUSJDee5WVlZs2LBBCthVKBRMmzYtRzMvCgLW1tZcu3aNsWPHalUTxdzcnKCgIBXF7/3796xZswYXFxfJrFm7dm02bdokBdemZmr/+++/pRoNFStW5OnTp1SsWBEPDw9+/PFHAIYMGYKtrS3r16+naNGihIeHk5iYqFEJGTBgANevX8fS0pLExERmzpxJpUqVJItSaGgopUuXztgfKRtQX9L8SgAAIABJREFU+qbzA69evcqTv4Emxo0bh4WFBTo6OlI8yYcPH6RgXSMjo0wVtezUqRPt27fH3d2dBw8ecOzYMSIjIzOcWjpw4EAGDRokxTqkRFmrKStBoyl58+aN1gpb4cKF1VxNpUqVIiwsDEEQaNSoEStXrqRVq1aYmJhw8+ZNjdbHGTNmMGfOHAoXLqxiOTEyMiIiIkKrfmHPnz+natWqtG3blqFDhzJ1qlrUgtYUL16cp0+fSi+my5cvp0iRImzZsoVLly7RqFEjYmJi+PDhAyYmJvj5+eHs7JzOqplDeZ8pW7aspADGx8dLMZApszUbN27MhQsX6NmzJ5BUIHLw4MEYGhqybt06ypUrx7x58zIsx/v379HT09M6JTw/kK4CI4qiRkeYKIpt0zjHjf/PLkpr7deAmuNZFMXVwOp0zj0FnEpvj4xSrVo1Ro8erZZKqc15KYOoPoeOwdnB4MGDqVatmlqPEE3UrFlT7WZ+9OhRhg4dquaTbdWqFT4+PhrXKV68OC9evJBikiApgt7FxYW4uDgaN24sxSvUrl0bLy8vqcDfpEmTJDO5JiwtLYEkJXXGjBnMnj2bEiVK0LlzZ54+fZpnAW7Gxsa4uroybty4PDXzPn78mMqVK+fZ/smpV6+e9LMoioSGhkou5Kygq6vLqVOnUCgUUrxY+fLlM7xOrVq12LVrV6oxGzVq1JAsR9nF/fv3qVGjhlZzf//9dzWXQtOmTTl69ChGRkbUrl2bmjVr0qdPH168eMG+ffvUFJi4uDiCgoLYu3cvVlZWKv8m33zzDevXr6dBgwY0bNhQoxvv+fPn/PXXX4SGhjJ79mxKly6Np6dnlr/jyto+gBTf2LdvXxYtWkSjRo1wcnIiJiaGmTNnYmxsnCvXlPI9XZlhpYn69etz+PBhSYF5+fKlZLlXfgeTyyqKolay79+/X1qzoJB/fBD5iFq1amX4TUoQBJUAPhlVtFFe4P8DJPfu3SuZQf39/TUqg926dcPV1VWjz7t9+/ZqxfwqV66MnZ0dc+fOVbPEKZUXSHLRTZgwQWt5Z82axcCBA9m5cyenT5/OtfTplEyZMoXmzZtrHUyZUzx58iRfWh51dHQ4fvw47dq1y5b1lFYEhULBiBEjMt3kVJPrSIkyazE7uXfvntYKjCaX9ldffcWuXbuoX78+urq6TJgwAYVCQbly5TTWcTp9+jR2dnZcvnyZffv20aNHD+lYzZo1qVy5MtHR0cydO1ej+9jZ2Zlhw4Zhb28vWfayQ5lILocSAwMDRFHk9u3blCpVijJlyrBq1So6duyY5f20QU9Pj9jYWKlIqSb09fWlIqFPnjxJU3GOj4/XutLyjRs3VJTLgoCswMjkO0xMTLhz5w6XLl3i9evX6Onpabxh6enp4e7ujq2trdqx+vXrc/HiRVq2bKkybmZmlu2KZvny5alTpw7Ozs6MHz8+T60fjRo1kgqh5RbBwcFMmjSJpUuTKinkJwtMcnr16sW5c+dy5CbdpEmTbO95pcTQ0JC7d+/SoUOHbMk0e/DgQZZqeCgUCtauXatmaREEgfj4eDUZlUH2tra2PH36VO3lsG/fvnTr1o3FixerFY68d+8elpaWlC9fPlssZ9owYsQIybU3fvx4EhIStE6xzyoWFhbcvXuXwMDANNttFC5cmMjISP766y+NYRHK2L7jx4+jp6eXaqV4JbGxsSoV4wsKsgIjk++YOHEiM2bMwM7Ojp49e9KnT58Mr6FQKDh8+HCqqYA5QdGiRVWKFuYVpUuXzrV4mD179vD333/j5OREhQoVOH/+vMbSAfkBa2trfv/993wV/K4NHTp0YNGiRfz000/ZkiqrfFhlhbJly2rMxunZsycrV65UUWJiYmIwNDSkffv2rF6demSAoaEhgiCopKjv3Lkz13s1ValShf3791OiRAl0dHSYO3durn1nrKys8Pf35/3795JbSxPt2rVjxYoVFC1aVOO1pizqePbsWZYvX87+/fvT3PfMmTNaW8nzEwXrSpb5oqhcuTLLli3LtFKQmZiEz4EOHTrg6enJoUOHiI+Px9vbW+s6F9qwf/9+4uLiEEWR8+fPM2/ePAwMDPj22285cuQIkL9SLQs6zZs3x83NjbZt20o1i/IrTZs2pUWLFkycOFGqYJ2c9OraTJw4EQcHByZMmMCdO3f4+PGjVpmZ2U3FihXTn5QDWFhYcOvWrXTnNW7cmDJlyjBx4kSNx5OXkqhUqVKaVllRFNm/f3+ul37IDnKvXKiMTCZQVtqU0R5LS0upqvKPP/6Iubk5RkZG2ZbJ4uHhwdOnT2nWrJmKaV1ZsyS3TP1fGuXLl890r7DcpGnTplhaWrJgwQIMDAwyVLnW2NiY5cuXExERwdatW7Gzs8tBSfMfgiAQEREhZcWmho6ODiNHjkz1uJWVFZs2baJmzZpAUjC7m5sbgwYNUrNKnz9/nnbt2uWYCzQnkRUYGZnPEKXbrXHjxjRs2DBTaZWaePPmDTY2Njx9+hR3d3e1dZcsWZIt+8hoJquWrYiIiFzpIlykSBEWL15MWFiYVGIgIxQrVkxjXakvgREjRlC1atUsraGvr4+xsbFUEXzgwIGcOnUKFxcXqayEkjNnzjBmzJgs7ZdXyC4kGZnPmEaNGmWrO+fs2bO0atWK77//nujo6GytSiqTPgqFIkt9rzKSQp1VBEHIlPLypVO/fv0MVYVOjYULF0oWbIVCQfv27SlUqBDXr18nISFB6kOl7N9VEJEtMDIyMlpz8+ZNOnXqRKFChXBxcclrcb44qlWrxqNHjwgPD8fS0lKldYc2BAUF5YtAc5mcR1O80ahRo5gxYwYRERGUKFGCBQsWFEjXkRLZAiMj84WQHSX+k1td5EDd3KdOnTqcO3eOWbNmqTRK1ZabN2/mWZ0imbxHV1eXZcuWsW7dOtq2bcu4ceOytTllbiMrMDIyXwDGxsbpNqyTyf/Url2bo0ePsnnzZs6cOUN4eHiGmngmJibmamkBmfyJIAh07dqVwoULY21tndfiZBpZgZGR+QKoXLlyrhe4k8l+ihYtyrZt2yhTpgzFihVj3LhxrFmzRopnSE7KsbCwsHxZn0cmbxAEAVdX1wJtSZVjYGRkvgAqVKjAs2fPMtUtWcm7d++yJbhQJnuYMmUKHz9+JDAwkKVLl1KyZEl++uknBEHg999/5+zZs2zZskWKhfj999+/2Mwemc8T2QIjI/MFoOzEnRXu3r0r1ZWQyR8ULlwYGxsbrK2tKVOmDH/++Sfx8fGEhIQwZcoUtm/fDsCdO3coWbKknBUk81khKzAyMl8AZcuW5cWLF1laIygoSFZg8ildunThf//7H0FBQRw4cIB27drRsGFDrl69yocPH3B1dWXUqFF5LaaMTLYiKzAyMl8Aurq6WaofAklNAM3MzLJJIpmcYODAgdy7d0/quD1y5EgWLlzItGnTMpxyLSOT35FjYGRkZLQiLi5Ofgjmc6ysrFRaRlhYWLB48eI8lEhGJueQLTAyMjIyMjIyBQ5ZgZGR+UKoVKkSrq6uLFq0KMPnZkcRPBkZGZnsRFZgZGS+EH788UcKFy5MiRIluHv3bobODQoKyrUeOjIyMp8F6sWJshlZgZGR+UJQKBQMHz6cIUOG4O7unqFzz507R4sWLXJIMhkZmc+QHNcvZAVGRqYAEB4ezsSJE4mOjs7yWkZGRrx79w57e3t27dql1TkPHz6kWrVqWd5bRkZGJruQFRgZmQLAjRs3MDIy4vjx49my3qxZs3BwcODq1atan1OQS47LyMh8fsgKjIxMAeD27dv079+fO3fuZMt6JUqU0Lqp36tXryhZsmS27CsjIyOTXcgKjIxMAeDp06fUqVOHiIiIbF23VKlShIWFpTnHx8eH5s2bZ+u+MjIyMllFVmBkZPIYURQZP348c+fO5ebNm6nOyQkXTr169bhx40aacwICArCxscn2vWVkZGSygqzAyMjkMf/99x+dO3dmzpw5eHh4cP36dZXjoiiq1GHJzposDRo04MKFCypjKVsOxMXFoaenl217ysjIyGQHsgLzmePh4cHgwYNJTMzxlHyZTHLs2DG6d++Onp4ec+fOZe3atezbt086fufOHSwsLACoUqUKwcHBAMTHx2Nra8vr168zvXeJEiUIDw+XPr97946ePXty+fJlIOcsP+nxzz//MG/ePBwdHdWOLVmyhMjIyFyXSUYms4iiyOHDh/NajM8OWYH5zLl+/Tq9e/eWHkgy+Yv3799TtGhRSUnQ0dHB1dWV58+fc/HiRQBOnjxJ+/btAfjqq6+kcXd3d0aNGsWWLVuyJEOdOnU4deoUAGvXrmXVqlUcOnQIyLsGjjdu3GDBggVYWVlx5MgRAJ48ecIff/zBhw8fOHfuXK7LJCOTWbZt28aWLVt4+vRpXovyWSErMF8AnTp14tixY3kthkwKLl++jL29PT/88IPKuK6uLqNGjWL79u1ER0cTGBhI+fLlgSRlQxknExgYiK2tLSEhIVmysA0aNAgfHx927NhBQkIC1apVk+rN+Pn50bhx40yvnRnevn1L8eLFAejevTve3t4EBASwdOlSKleuzMyZM9XcXjIy+Y3ffvuNly9fAklW1GnTpnH+/Pk8lurzQlZg8jHx8fFMmDAh0+eHhYVRqlQpihYtyocPH7JRMpnsYPPmzaxcuZLKlSurHVMoFHTs2JFJkyYxZcoUaVxXV5e4uDjpsyAIdOzYMUv1YQRBYObMmYiiyIwZMwCoVq0ajx494s6dO9SuXTvTa2eGU6dO0a5dO0k2IyMjtm3bhouLC926dcPQ0JCPHz8CyK4kmXxJQEAAcXFxrF+/XopZ0yZgXiZjyApMPubixYsEBQXx8OFDjcefPHmCra0tb9++BeDevXsqxy9cuECTJk0AKFasGO/evcuyTM+fP+e///7L8jpfGuHh4SrBt/fv38fKygqFIvVLsHv37qxZs0ZNwTE2Nubp06cYGBgA0KFDB86cOZMl+QRBYMCAAVJtmLZt2+Lt7Z0nMTD+/v4qWU8zZsxgyZIlKnVr6tSpg729PXPmzMHNzS1X5ZORSY+dO3cyadIkBEFg9+7dfPXVV+jq6qoEyK9bty4PJfw8+CIVGF9fXzZt2pTXYqTLf//9x8aNG9m6dSuQZIZMrqScOXOGsWPH4uHhwenTpxk9erRKQKe/vz/W1tYAtGnThtOnTwMQGxvLzJkzCQgIyJA8oijy66+/cvr0aa5cuQIkvWmkrOYqiiIjR46UYjVSIz4+PkP7F2TGjx+vEqty5MgRvv7660yt9c033zBo0CB69uwJkKYSlFlq1KjBuXPnct36AklZUMmVFYVCoaZE9e3bF0NDQ1xcXHj16hXTp0/nwYMHuS2qTD5GaaXLbR4+fEjRokXR09Nj5MiReHh48L///Q8AQ0NDoqOjefPmDatWrZIC8mUyxxepwFy7dg0fH5+8FiNdoqOjqVChAjExMWzbto3du3fj7u7O2bNngaTqrF9//TWPHj3C09MTDw8PFi1axLBhwwgLCyM6OhpDQ0MgKfhTGai5Y8cOevXqhZeXV4bkuXXrFs2bN2fOnDkcPHiQ5cuXc+jQITw9PVXmbd++nSFDhrB3795U1/Ly8mLgwIFqVqPPkYCAALp06UJERATe3t5AUmG6ChUqZGo9MzMz3NzcqFevnjRWunRpyd+eHQiCwPr16xkwYEC2rakNJ0+exMrKKt15BgYGzJ07F4DJkyfj4ODAmjVrUp0vu1C/LF68eEHPnj1VXqJyIwvo0aNHrFixgsmTJwNQpkwZ3N3dJQW8YcOGXL58mR07drBq1SpOnDih9drZWT7hc+GLVGCePXuGhYWF5HrJK0RRZPbs2ekGYI4bN44qVaowc+ZM7O3t2b17N6IoEh8fj0KhoHDhwgwePBgTExNcXFxYtmwZs2fPVnlr1dHRoWnTpri6unLr1i2aNGmS4caAXl5edO3aFYVCwZw5c2jatCn29vaIoij9DpGRkVy7do0WLVqgq6urcZ3Q0FBOnjzJ1q1b2bp1a4Y7I2vi/fv32X6B37x5k7t372Z5HR8fHzp27MjPP//M4cOHuX37NiYmJllas0qVKiqfO3TokG19kvKCyMhIZs+ezc2bN+nbt2+Gz9fX16dWrVr4+/tLY3/++Sd79uzBzc2NMWPGaL1WUFBQgf5bfonEx8er3Ed/++03du/ejYeHBwAxMTEsWrQIb29vDh48yMmTJ7NdBlEUWb58OUuXLkVfX1/jnKZNm3Ly5EmCg4Np165dquEBKYmNjaVdu3ayIp4CzU+YzxxRFLGxseHGjRu0atUq1/b19fWlRo0alCpVCoD9+/dTuHBhtm3bppaJEhUVRaFChQAwNTXF1NRUOtauXTvmzZvHV199BcCcOXNUzi1ZsiQODg4ULlxYZbxPnz74+flJbqWMIIoiYWFh0oNXEARatGgBgI2NDQEBATRo0IB//vmH4cOHA1C8eHHCw8MpUaKEtM4ff/xBSEgI8+fPR09Pj/nz5+Pg4MC7d+/Q1dXF0NBQ6x49yXF0dKRQoUL07t2bhw8fSibbrHDw4EEePnzImjVrsuSmefHiBWXKlAGSmijOnj2b8ePHZ1m+5NSpU0dyNRYk3NzcCAwMRFdXl/Hjx0t/p8wwZMgQFi9ezIMHD7CysuLdu3dERUVRuXJlmjZtqlVH7djYWFxdXbGysmLv3r306tUr0/LI5B4LFy6kVq1aDBgwAF9fX+rXr4+RkRGmpqa8fv0aX19fnJyc2LlzJ/r6+sTHx9O2bVsiIyP5+PEjZcuWzbIMXl5e9OrVK1XlBZLi1ypWrKhyH9UGPz8/fvjhB9asWcPUqVOzLOvnwhdpgYGkG/6tW7dybb/4+Hg2b96Ms7OzNObn54e9vT3BwcE4ODgQGBiIn58fY8aM4e7du9SsWVPjWj169EAUxTQf0mXKlKFo0aJq402aNJGCPzMS2Ovr60uzZs00HmvTpo3kGrl//74kt5WVFdeuXZPmhYWFERYWxoIFC1Rk69+/Pxs3bmTIkCGZTjPU0dGhc+fOrFixglOnTmWLNebDhw/Y2tpmi7tReaMyMjJi5cqVVK9ePctrply/dOnS0htnQeCvv/6iTJkyODo6snDhwiwpLwB6enrMnj2b0NBQ7O3tGTFiBHZ2dvTo0YNvvvlGqm2TFuvWrWPcuHGMHDmS8PBwli1bliWZMoooivz111+5umdKEhIS2LhxY4FwWQQHB3P8+HFMTU25du0aoiiyY8cOvv/+ewBsbW3Zt28fp0+fpmXLlowZM4a2bdtiZWXF48ePOXToENu3b88WWXx8fKR6TWkxbNgwKX5NEIRU/87R0dGSi+nMmTP069ePN2/eyEVJk5GuAiMIQoIgCAHJ/pvxafyUIAiBycY9k50zSBCEa4Ig3BQE4aogCBsFQSihYW0TQRCOCYJw99P/jT+NtxUE4V2ytecmO+eRIAjXP41fyugvHBERgZGREeXLl+fZs2cZOjcqKiqj20ls376dn376icqVKxMSEqISnzJr1izGjx/P/v378fT0pFWrVri6umJubp7qeg4ODqm6aLSldu3aWnc3PnDgALa2thqPlSpVitevX/Ps2TOVh5CNjQ2XLv3/P9HmzZsZMWKE2vk1a9bE3NyccePGqbgAUhITE4Ovry+g6g9+/PgxlSpVomnTpmzatIlGjRql2lMoo3Tp0oV9+/YRGRmZ7Y0Us5tJkyYRHh6e5t8wvyCKIoGBgXTt2jXb1x41ahSjR49WUZLLli1LaGgokNQaQRlHlpwdO3ZgZGQkVT0eOnQoJUuWlALWs1LxWFuuXLnC9u3b8zQ2zMfHhxs3bqQZw5ZfcHJyIiwsjLFjx2JpacnkyZPp3bu3ZDGtVasWt2/fxtTUFIVCQZ06dejRowd169bl1q1b3Lp1K9P/rjExMVIiQmJiIoIgZDhjr2zZsrx48ULjsYMHD7JhwwaCg4OlgpetWrXKcsZhRhFFka1bt/Ldd9+pZFFlNAQhJ9DGAhMliqJ1sv+ckx0bmGz8OwBBEL4GfgG6iqJYF2gA+ACm6kszAzghimJN4MSnz0rOJFt7YYrz2n0ab6Tl7ymhrGuh7RftwoULXLp0iZiYGFq2bJkpJSYhIYFr167RsGFDbG1tOXjwIIcPH6Zjx45AkhZevHhxpk6dytKlSxkwYAAtW7ZMU4HJDiwsLAgMDEx33rt37yhcuHCa/XAqVqzIpEmT+PHHH6WxkiVLSp2O3759S1hYWKqm2h49etCmTZtUOyN//PiRX375hevXrzNhwgRGjx4tBSWfP39ecmdBkmKW1QdAdHQ0BgYG6OnpYWtri7OzMzNmzMhw3ZHIyEg1V15O8tNPP0kxRa9evcq1fTPKpUuXJBdodqNQKOjQoUOqx93c3Dhz5gzbtm2TxiIjI7l58yZDhw5VmfvDDz/g6elJQkIC33//PQcOHMgRmb29vXF2dubvv//G3d2dzZs3c/v2bR4/fpwj+6XFsWPHmDt3LkFBQVqfExQUlOs1eYKCgmjcuDHff/+9VAagWbNmtG3bVmXeggULGD16tMpY7dq1uXXrFqIoZso9/Pr1ayZOnMjkyZOJj4/n3LlzNG3aNMPrmJubExQUxB9//KH2cnfp0iU2btzIwoULqVixIgCdO3fm6NGjGd4nK7i5uVG6dGkmTZqkotQ6ODjkqhyayAkX0ixgiiiKzwBEUUwQRfFPURQ1PSl7AsoiDm5Ajjucb926JaWGFi1aVC0FODmJiYls3ryZAwcO4Ovry4gRIzJVc8Lb25vOnTsDSRkkt27d4uTJk6m6ZCDp7U9pockpqlatyqNHjxBFMc2bz/bt29PNRhk9ejRLliyRKqgqKVOmDDNmzGD58uVSkbS0SM2c+ttvvzFr1ixGjBjBypUrWbt2reQSCAwMlN6aIakImzYptVevXqVTp04qbi4lt2/fpk6dOkCSi2zRokX07dsXPz+/dNdNzsmTJ2nTpk2GzskKOjo6mJiYcPfuXXr37p1tlqjs4sqVKyQkJODl5UW3bt1ydW99fX2ioqIICgpi5syZXL9+nefPnwOwZcsWFeVbia6uLgYGBmzduhV7e/sca2Fw9OhRGjVqxOjRo6X4iLVr16q4nHOat2/fYm9vT926dTExMdEqDVmZ+bV161Z+++03rff6+PEjffr04f79+1rNj4mJAZIsLhs3bgSSrMLJ3eiCINCnTx+1cwsXLqz2ElG8eHHOnj1L9erVKVOmTIYy+ERRxNnZGUdHR4YPHy613shMWYQ6depw9OhRnj9/TuPGjaX7VmJiIvr6+hQtWhRzc3N69+4NJH0fdXR01Bquvnv3Lseu9cDAQLp06ULz5s2lrK4nT55kS9xQVtFGgSmUwoXUL9mxbcnGl34aqwtc0XJ/U1EUQz79/AJVK02zT+6nw4Ig1E02LgL/CoJwWRCEkdpsEh0dzeHDh3n79i2PHj2iatWqAEyZMoU///xT7cug5Pjx4/Tu3ZvY2FiOHTvG4MGDpRteRvjvv/9UfKOLFy9WyxLKC5SFlc6fP8+wYcM0zklMTNS6H07KzBhIqn/i4ODAokWLVIJ505MpOWFhYejq6qqkHSsUCkxNTXnz5g0JCQkq1qGUDQpT49y5cyxdulSy5CTn2rVraum8yhRIbfD09GT+/PkcO3ZMKiaYW/Tt25dVq1bxzz//4Onpibu7e75xB/z+++9MmjSJmJgYKUg9t+jatStjx46VrsW5c+eybNkyLl26RHBwcKrf8R9//BEdHR1at25NrVq1tHa7pkVUVBR79uzh48ePxMTEoK+vT8eOHalbt6605/Tp0ylXrhyxsbFZ3k8bHB0dmTJlCv369VMZ//DhA3/88Yfa/MePH/Pbb79J3dJjY2NTjc949OiRymd3d3dmz56Nq6srHz58YOHChaneW/ft20e/fv04dOgQxYsXJyIigidPnvD69WspISIzTJ48maFDh9KkSROtX0xEUWTBggX06dMHY2NjLC0tqVWrFs2aNcuUS79cuXK0atWKIUOG0K1bNynVO3kM5PTp06VWIpBUoynl33PBggXZFsQfERGBnZ0db9684eXLlyoJJKVKlSIsLIwdO3bQv3//bNkvK2TGhZQ85zW5C0ktNFoQBMtPys39FIqPGmLSq7fy9fsKUEUUxfrAKiD53belKIoNgK6AnSAIrTWtJwjCSEEQLgmCcOnx48fo6+vj4ODAmzdvpCwXhUJBv379pJu7h4eHdAH6+Pjg7u5Ou3bt+P7772nYsGGWXAHJv9z6+voqX4q8JDo6mu3bt9OrVy+1/jIJCQkae/VkBB0dnTRdTylJ3m1Zibe3t8a3m65du2aptkNISAjW1tZSbMSFCxcYO3YsT58+5cGDB2oZK0ZGRrx//56PHz/y66+/pppinZCQwMWLF5kwYQJt2rTJkUJzaVG1alVcXV2pUKECderUITQ0NMNFC3OCDx8+UKNGDSZNmiQFWeYmDRs2xMbGRnLdFi5cmGXLluHv76/igkxJpUqVGDRoEAqFgm+++SbLgdKJiYnMnz8fSLJupnSBQtK/YYUKFahZs2auxMMcPnyYli1bakzvP3v2LC9fvsTZ2VmljcX+/fsZOnSolApsZmam9mCFpOuhd+/ehISESGOBgYHUr1+fgQMH4uzszA8//ICjo6NaUoEoivj4+ODm5kZcXBzDhw/nxx9/ZN68eZQrVy5Lv3OrVq0QBIH69etz9epVwsPD003s2LhxIx06dFDpD9a1a1cpKDczdO3alerVq1OhQgUpHiYtF2vyfmiQZM0qVaoUOjo62RJ4vWXLFnr16sW+ffs4evSoSpzaDz/8gL29PYUKFaJ06dJZ3iur5MSd9SZJcS+IonhdFEVr4DCg6XXrpSAI5QA+/T/003kRoihGfvrZC9ATBKHUp89K11QosAfQ2GlOFMX1oig2EkWxkZlOUsGmAAAgAElEQVSZGR06dGDo0KFq6avNmjXD39+fhIQE3N3dWb9+PSEhIXh5eeHi4oJCocDKykrFhJf8Ik6PlGnE+Y2xY8cyatQovv32WxVlQBRF5s6dy+DBg7UqLJZdKONyAgMDpeDJa9euYWlpqTZX2UW5ZcuW6a6bVv0EQRCIi4tj165dODk5sWLFCqnGTkr09PRYuHAh3333HatXr9Z4wzh69CjdunXD2NiY7777Ll3ZcpI+ffowbty4XM9cePHihVrWj9KqVaVKFY3/nrnB+PHjVV4mFAoFI0aMoEePHlqdX6xYMeLj4zNd5dXNzY3p06fz/fff07t3bwIDAzl79myqClRuZEt++PCBY8eOpfoQ9vX1ZebMmXTp0oVRo0ZJweyhoaFSTF+5cuWoX7++RnfsoUOHmDRpklQ4MzQ0VAr2b9y4MQ4ODlSrVo3Zs2ezYcMGlXNv376NpaUlxYsXl1KUS5QowZo1azQmBGQGAwMDnj17xpw5c/jrr7948uSJxnnBwcGEhITkaOkNpTUrMDAw1RjI2rVrc/v2benz1atXsba2xtLSkoCAgCxf68+fP6dTp05cvXqVW7duqchhamrKhg0bGDduXJb2yC5yQoFxApYJglAx2VhqtuL9wJBPPw8B9gEIglBW+ORfEQSh8Sc5XwuCUEQQBKNP40WAzkC63bGUNywrKytq1Kihckzpxrly5QqDBw/m6dOnODo6Mn36dIoVK6a2Vu3atdV8jSlTfxMTE6UI7YCAgEzVXcktlA8TZYnrkJAQZs2aJd2wlHEguYVSgXFzc5OCLBMTEzXWhhEEgQ0bNtCpUye1Yzo6OlKGgLe3N7a2tip+7ocPH0qBcT179mTq1KmYm5tTvHhxBg0apFLlNjnTp0+nUaNGWFhYMHToUJycnNTmnD17NlfrC2lLbqbF+vn54enpqXKtpOxxVFDp0aNHpgIpr1+/TmRkJEuXLpXuCd9//z0RERGpWnfNzc0ll9XTp08zL3Qa/Pbbb0yaNEltvHDhwnz48IG4uDj09fWxsbHh119/VXEn1alTh9u3b/PNN99Qt25djXEYV65cYcCAAVJ8x4EDBzQqjGXLliUsLEzle3rgwAG6d++uNtfQ0DBbYwR/+uknfvvtN+zt7VWCu5Xs27ePP//8M8drsFStWpXg4GASExNTtdymbM57+fJlGjZsSM+ePdmwYQN9+vRh165dmdr/xYsXUhzj8OHDqVChQp6HOqRFZmJgkkeVJY+BOQ6SxcQVOCwIwi1BEHyABEDTFe8MdBIE4S7Q8dNngO+AG4IgXP20Vv9PLiZT4Oyn8QvAIVEUj2T811alRIkSbNy4kTZt2jB69Gi+/fZbjIyMNM5VVjyNjIxkxowZLFq0iFmzZknZSfHx8YwcOZKff/6ZhIQEAgICCsxNe8SIEfz+++9Mnz4dZ2dnWrfW6J3LUUxMTDhz5gwVK1akdu3a7N+/X2NsTXooFSF/f398fX35559/2Lx5s3R8z549klWtUaNGWFtbS0Gc1tbWqbo4DAwMJKuKjY0NdevWZc+ePdLxmJgY9PT0ct1tlB6VKlXKsQegJu7du4e9vT3Hjh2Txp49e5Zls39+oGHDhirlATTx/v17tbFt27YxcqRq2F6DBg1YsmRJqusYGhoSFRWFKIoZCnrVlqtXr1KyZElJmU+OhYUFV69eVSnMVq5cOZVyAvr6+qxdu5ayZctiaGjI27dv1RRl5QuIvr4+MTExBAUFpVrjytbWlunTp7NhwwZEUeTt27cYGxtn02+bOl999RV6enoYGxsTHh6uYsX48OEDly5dYsGCBTket9W2bVu2bduW7u+cXL6QkBBMTU0xNDSka9eubNq0Kc3klNQQRZHFixdLVavr1auXbywtqZFu1JEoihrLooqi2DaNc9z4/+yitNZ+DajlO4qiuBpYrWH8AVA/vXUzyjfffMO7d+8oUaIEJUqU0HgxKzExMeHVq1esWrWKgQMHUqpUKSwtLbl16xYNGzZkx44djB07VrIOPH78OMtl43MLMzMzFi1alNdi0K9fP/r06UNMTAyNGjWSiuRlhPr16+Pv709AQACOjo7o6ury5s0bRFHk/v37hIWFqdSsSZk+qy09e/Zk2rRpdOvWDQMDA/7991+6dOmSqbVykurVq/PgwQMqVaqUK/u9e/eOmjVrqqTFZ6ZORn5EoVCgo6NDbGysxqqrERERtGvXjhMnTkju4+DgYExNTTMUD6ZER0eH//77Dzs7Ozw8PJg5c2aab+gZYfv27Tg6Omo8pmwVkrL+k5GREc+ePdP4kte1a1epEKCVlZXKg7Z169YsXrw4VeUFkuJSrK2t8fLyYsyYMdlSUTujdOnSBXd3d6Kjo+nevTsnTpzINVdwjRo1eP78OT/99FOa80qWLMnr168xMDBQsURp6wrVxNatW+ndu3eqL+/5kfz1mphHmJmZZchK8s0330g+x3LlyqlUnA0KCqJBgwbY2Njw/v17jeZPmbTp27cvgiBgaGiIl5cXJUuWzPAa5ubmeHp6Ym5uLrkQGzRowMWLF1m5cmW21jAYMWIEM2fOZMmSJRw5ciRT9SBymmrVqmnddyU7sba2ZuPGjSrtFD4HevTowd69ezXWhVq1ahV//PEHa9euJTY2lnPnzrF48WI164u2WFlZsWbNGgYMGCDF3vzyyy8ZqtOiiRcvXlC6dOlUW3eULVuWCxcu0KBBA5XxZs2a8ffff6u54yHJQu3i4oKHhwe3b9/mypUrUtkKZW0rTenqyTEyMqJfv364uLjkeqo9JFlB/P39sba2Zt68eVy+fDlX4wBXr16t9jdPSYsWLTh37hybNm3SqFwVK1ZMq0xMJaIocv369TyxumcFWYHJBI0bN1aJzK5SpYrG6PupU6emWVBLJn0qV66cqfN0dHSoW7euSnq4ra0thw8fZty4cVmuYpycmjVr8ttvv9GjRw/Gjx+f79xHkORCyouiaH369KFWrVqsWLEi1UrOBZFGjRpx+fJlxo8fr6LEeHt7U7FiRb766it0dXWxs7MjIiKC2bNnU6RIkUzt1aVLF5ycnFAoFOjp6fHx40eioqIy3E0+JV5eXpIbNTX69++v5sJt3rw54eHhqcaJ6enpSWm9GzZskJpz6unp0b9/f62vj9xOs1ciCAJLlizBxsYGFxcXFi9enKuWQ232srGx4dSpU5QvX15SEJNTr169DNWFOXv2rFbJEPmNL7KZY3ajvCCV5Z5l8gcprSyFChVi3rx5ObafphtJfkFTfZ3MsmXLFgYNGqRyo03uTomNjVVxlbRs2bJA3hzTQhAEFi9ezO3bt/nnn38YNmwYiYmJ7NmzBxcXFwAmTJhAVFSUWnHHjGJkZCSZ9S0tLXFycmLw4MHs379fijfJzAP2/v37qdZ/UjJ79my1MV1dXZYuXaph9v+jo6PDr7/+mmGZ8hs5XUw0s+jp6aVZONDa2hpPT09atGihUvssNQ4cOJCqKzE/k/9eFQsooihy+fLldE1/MjIFmStXruDu7q5SV+bq1at069ZNincJDg5O94b5uVCrVi0psDYgIICWLVtKyoS+vn6WlZeUNGzYED8/P1q2bMnXX39Nv379WLBgQYbXyYriI5P/UfZYCg8PZ9iwYZw8eTLVucpectlplc4tZAUmmyhfvjweHh5pFsSSkclLRFGUUsszy4EDB3Bzc5NqBr1+/ZoNGzawc+dOqaz8vXv3NMZHfI4oA5MTExNzJX2+cuXKUops+/btWbduHfr6+hkqhQ//3xNO5vNm+/btbNq0iUOHDqVaH+bMmTMaS1EUBGQFJpuwsrLi0aNHudq4T0YmI3To0IGjR49mqTR9XFwcJUuWlHpnOTk54ejoiLGxMXFxcURHR39RCgxAkyZNOH/+PKGhoblSYTt5loixsTF2dnY4OTllKMX65MmTKu1NZD4/lCnvZmZm9O3bl99//13jvLSK5uV3ZAUmm7C0tGTw4MF5LYaMTKq0atUKLy8vZs2axZEjGS+fFBcXJ8W2mJmZsWbNGpo1ayYVfOzRowdeXl68evUqSz1qChqdO3fmzz//zLN4ieLFi2NnZ8eSJUu0Llb4/Plzlf46Mp8fY8eOlRroNmnShDJlynDw4EG1eZntyJ0fKJhS50OMjIzyRXMrGZnUUCgU/P7771K6d0bSLCEp1qV+/aQyTD169ODu3bt8++230vHGjRtz8eJFYmJivqjYCn19fXr16sW0adPyTIaaNWvSqVMnrXteFdQHloz2pLwG+/Xrx7lz51TcjcrCmwUV+VssI/OFIQgC06dPZ926dSxevFjr886fP0+zZs2ApJ4oymyb5OuamZl9kbWPevToobGoXW7SuXNn/v3333TnpewwLPPlYG9vj5OTk2SpO3XqVIGr/ZKcghd2LCMjk2XKlSvH9OnTmTNnjtbnaPPgy64GezIZp1ixYlJsUlp8Lj2pZDKOkZERffv2ZcKECSgUCu7du6fSCqWgISswMjJfMKVLl1bpDpwaudkIUiZriKKYpgvv6tWr2NnZ5aJEMvmJ5s2b07x5cyCpwajsQpKRkSmQtGzZklOnTqU779KlS/JbewGgcuXKPHnyJM05kZGRcsFNGSAp+aQgIyswMjJfMDY2Nvj4+Eg1IsLCwjh06JCaxeXAgQOfVSuAz5XWrVuzevVq+vfvT0hIiMY5X1KAtcznjazAyMh8wQiCwNChQ1myZAkA69ev5+rVqyp9VJQF8AwMDPJKTBktsbCwYPTo0bi6urJq1Sq147IrUOZzQlZgZGS+cKytrSldujTe3t7ExsYycOBAfH19peN37tyhTp06eSihTEYwMzOjTJkyFCtWjDdv3qgcy61iezIyuYGswMjIyPDDDz+wfPlyJk6cSOXKlQkODpaOHT9+nI4dO+ahdDKZoV+/fmzbtk1lLCgoqMBWXZWRSYmswMjIyKCvr8/+/fsxNjZWi5EIDQ2lbNmyeSSZTGapVq0aoaGhvHr1Shq7ceOGbE2T+WyQFRgZGRk1DAwMiImJyWsxZLLIlClTWLRokRT78vz5cypUqJDHUsl8IWjuHpmNyAqMjIyMGrVq1eLOnTtyym0Bp3jx4nTu3JkTJ04AchCvTK6S4/qFXMhORkZGDUtLSy5dusT79++l/kcyBZOuXbsyfvx4ypcvL1tfZD4rZAuMjIyMGtWrV+fevXucOXOGFi1a5LU4MllAEATs7OxYv349w4cPz2txZGSyDdkCIyNTQLh9+zbFihXLlbdoXV1d3r9/j0KhwMjIKMf3k8lZatWqxYoVK/JaDBmZbEW2wMjIFAASEhJYsmQJ+/bty7U9hw8fjrW1da7tJyMjI5MRZAuMjEwB4N69e3Ts2JE7d+7k2p61atWiVq1aubafjIyMTEaQLTAyMgWAoKAgLCwsEEVRziSRkZGRQVZgZGQKBEFBQdSsWZPy5cvz8uXLvBZHRkZGJs+RFRgZmQJAREQExYsXx9zcnMDAwLwWR0ZGJoP8+++/eS3CZ4eswHzmBAYGMmnSpLwWQyaLKN1GFhYWBAUF5bE0Oc9///3H+PHjWbBggdqxHTt2EB0dnQdSychkjt27d+Pq6srr16/zWpTPClmB+czZvn07derU4e7du3ktikwabNy4kQkTJvDzzz+rKSiJif9fkbtChQo8e/ZM+rxr1y6V458Lx48fx9XVlYoVK3Lt2jUA/P392bFjB+fOnePcuXMAHDx4kLNnz+alqDIy6eLv78+kSZO4evWqNPbzzz9/ltdubiIrMPmcCxcuZOn8xMREbG1tOXz4cDZJJJPd7NmzB1NTU1xcXHBxcWHFihX4+vpKx2/cuEG9evUAUCgU0k3v3bt3uLq64uPjkydy5xTR0dEYGBgASV2yPTw8OHbsGHv27EEURZYtW8a5c+cIDw/n/PnzBAQE4OTkJAc3y+QblN/T5PFq1tbWkgLz7t07Ll68qKLQyGQcWYHJx7x8+ZKxY8emejwhIYHbt2+nejwxMRFBEChbtmy2BX4+f/6cvXv3ZstaMhAVFYWPjw89evRAoVCgp6fHokWLuH37Ntu2bQPA29ub1q1bq527e/du1qxZw9GjR3Nb7Bzl7NmztGrVCkjqkq2vr4+Pjw8LFixgwIABGBoa8uHDB3bv3s2QIUP4+eefadGiBTt27MhjybOHkJCQvBZBJots2bKF2rVrs3z5ct6+fUuxYsUwMTHhzZs3ABw6dIglS5ZIPapkMscXqcBERUXx9u3bvBYjXf777z9sbGxSVT5u3rzJ+PHjuX79OomJiRw8eFDl+P3796lRowYARYoUITIyUjoWGxubKZlcXFy4fPkyf/zxBzNnzuTQoUOZWufVq1fMmjWLBw8eZOr8gkZ8fLza2Js3b5g8eTITJkxQGTcxMWHYsGHcvHmT8PBw7t27R9myZaXjenp6xMbG8ujRI+rUqYOBgQGvXr3K8d8htzh37hzNmzeXPtvb2zN37lwEQZDGOnfujIeHB+bm5gC0bt2aGzdu5Lqs2U1MTAw9e/bMazEKPFFRUfTo0YO4uLhc31sURa5du0b37t1p3LgxP/74I4MGDQKSXjpFUeT69eu0bt2aiIiIXJfvc+KLVGBOnjzJhg0b8loMAFatWqXyxrVr1y42bdoEJCkoEydO5OjRo4iiyJIlS/jnn3+kuf7+/jg7O3PkyBGOHz/O6tWrVR5kV65coUGDBgB06NBBelO/ePEiQ4cOZdeuXRmSNTw8nNKlS7Nw4UI6d+7MokWL8PPzy9RFuHr1an7++Wc2bdokyXH58mXCw8MzvFZBYMSIERw4cEBlbNWqVSxcuJCKFStqPGfUqFE4OzurBWGbmZnx8OFDRFFEEARGjRolfWc+B+Li4iQXEiS1NUiuvAC0b9+eJUuWqIyVKFFC44vJs2fPWLdundb7HzhwIM+UocuXL1OxYkXu37+fJ/srKeip+uvXr6dbt274+flJY8lf4HIST09PunfvDsC3336Ls7Mz5cqVA5KKQ167dg1DQ0MEQVD7XqfF1q1bZTdpCr5IBebmzZs8f/48r8Xgzp07xMfHs2bNGg4dOkRoaCh37twhODgYSIp3qFu3Ljdu3ODQoUNYWloSGBgomSEfPHiAjY0N7969w8vLi61bt/Lrr7/y+PFjIKl3jrKSauPGjfH19WXTpk1s3bqVLVu2ZNj/eurUKdq1a4cgCJiZmaGjo8Pw4cPZsmWL2tzUbhbx8fHMmjWLJk2aUK5cOX799VdCQ0PZvHkzCxcuzHRApre3N2/fviUmJibbbr6nT5/m0qVLWV4nMDCQZs2acf/+fclK9vr1a/T19SlVqlSq51WpUgVnZ2eqVKmiMm5hYaGSSl26dGnevn1b4AMCb926xe7du6levXq6cwVBwMrKSmXsm2++wcXFRbrJX758mUOHDuHo6MjTp0+1slLdvHmTwMBAPD09M/dLZBEfHx+cnJwybdnMDkJCQujXr59KHFZ+Jz4+XuX7HxoayuDBgzl9+rR0vHPnzty/f58///yT48ePA/Dx48dstcb7+flx/fp12rVrByR9Ty0sLKTjX3/9NTNmzKBv374AaSokL168YMCAAURERBAYGIivr2++efHOL3yRCkxkZCQlS5bM9VTMPXv2qGSYbNmyhdGjR+Pg4MCrV68YN24cI0aMUDvPxsaGwMBAvv76a0aOHMnff/8NJMW4KBQKBEGgd+/elCpVitGjR7N48WIePnxIQkICurpJ3SIEQcDZ2ZnWrVvj4uKCjo5OhrX5ixcvShYdJZUrV1bJigEICwtjxIgRrFmzRm2NtWvXMmjQILp27SqNjRo1iuLFi7Nt2zauX7+e6v6BgYGcP39e47H9+/ezaNEi1q9fz6pVqzLya6XK2bNn2bp1a5bX8fb2plu3bkycOBEfHx8iIyNxc3Nj8ODBmVrP3NwcPz8/ihYtKo21a9eOU6dOZVnWvOLly5ds2LABIyMjhg0blqk1atSoQY8ePf6PvfMMi+LqAvA7S0dEsCEGO8QK9hZbjA2jWKIRRY2Jib0XUINdUVCjYE2MYjQa1KhRjIq9xBqJDcGCDVBBLICAdOb7gTsfK0uvwrzP4yM7c8th2b1z7mmXhQsXEhERwY4dO4iKisLJyYlRo0ZJ1su4uDg8PT3Vuhd27tzJ2LFjC8X1ACmu1dq1a/Py5ctCmR9S6pW4uLiofNfUuUALg4iICJV1y97envDwcBwdHdm2bRsA0dHRlCpVilKlShEdHQ3AgQMHcHJyYsWKFfj5+UkK4vHjx6V+ucXb25tTp06pTf1XUrFiRY4cOULdunUB0NHRIS4uTm3bw4cPM2LECLZs2cKhQ4eYN29eiXG5Z5USqcAANGjQIMMA2LwmKCiIGzdu4ObmRnJyMi9evMDQ0BA9PT0Ahg0bxq5du6hYsSKlSpUiNDRUujdo0CCmTZuGIAiYmpry4sULwsLCpAfYokWL6NChA5CyO1+yZAkrV65Mo6BoaGhgYWGBQqGQXmd1YQoODqZ06dJoaGikufeh6X7ZsmX8/PPPhISEpGkbEhIifXmVKBQKevfujYGBATExMWrnf/ToEVu2bOHcuXNpMrOSk5PR19dn2LBhxMbGkpycnCem1tjYWMzNzdMoaNnl2bNn0gnSY8eOxcnJiVevXuX4VGlDQ0NMTEywtbWVrnXu3Jnjx4/nSs7CxM3Njfnz59OlS5dcjdO8eXOaNGnCkCFDcHBwwNbWFiMjI8zMzCRX7ebNm4mOjmbVqlUqfTdu3EizZs3Q19enWrVqBerGOXfuHAsWLJCsbaIosm/fPpYuXVpgMijx8fGhRYsWkjvX398/TZxWXrBp0ybJ2pxV5XvmzJksXrwYSFlT9fX1cXBwoGvXrty+fZvk5GTWr18vfTdKly5NREQE//77L59//jlOTk6MGTMGMzMzwsPD8fHxyTNr/F9//cWMGTOy5RYyMzPj6dOnAGmU1gcPHtCxY0ceP35MSEgIFSpUoHr16jx+/DhP5M0tRcGdlakCIwhCkiAIN1L9m/n++hlBEO6lur4nVZ8hgiDcEgTBVxCEm4IgbBIEwUjN2GUFQTguCIL/+/+N31//XBCEiFRjz03Vx0gQhD2CINwVBOGOIAits/MLJyYmoqmpSd26dQtMgRFFkZ9++omZM2dibW3NpUuXcHd3Z/jw4WrbW1lZsX//fmrUqKH2fs+ePRk6dCh9+vRRe79MmTKMHj2aKVOmZChXdoqi/fzzz4wePVrtvR49enD48GEgZSH67LPPKFOmDIIgkJSUJLWLj49HS0srw3nS+1KsW7eOBQsWYG9vz5UrV5g4caK0+N25c4d69ephZWWFvb099erVy7NqtV9++SVeXl65GkMZqwIpC1arVq0YNWpUrsacOHGiimtJQ0MDQ0PDj7Lej6enJ/Xr16dMmTJ5Mp6NjQ2LFy9WCXyGFEU5JiaGoKAgBg0ahIaGhuQijImJISAgQAqgHTBggEq8WX7w+vVr4uLiEEWRvXv30qhRIwYNGgSkuA9v375NTExMgT0ooqKicHR05Msvv1SJzzhx4gRRUVFqXZTK9+/69etERkZmea6HDx8SFRXFTz/9hKurK3///XeG2Y0JCQmEhITw6aefIggC0dHR7Ny5kwkTJrBx40Y6derEsGHDGDx4MJ988onkhuzYsSO///47ZcuWRRAEypYtS61atWjQoAG+vr7ExcWhpaWV7fc4MTFRJfZPmfGp3BxmlSpVqhAUFERsbCxffPGFZDESRVHaLA4bNow5c+YAKTE12Y1dzAt+/fVXRo0apbLhPXv2bIHL8SFZebdjRFFslOqfc6p7g1Nd7w8gCII1MAXoLopifaAJcBEwUTP2TOCkKIoWwMn3r5X8k2rshamuuwFeoijWARoC2dJC/P39sbCwoFatWlnaYf3888+cPn06O1OkwcfHh+bNm6Onp0fXrl1Zu3YtsbGxVKhQQW37jh07smnTJmrWrKn2frt27Rg/fryKb/VD6tevT7ly5TKUq379+vj5+WUqf2BgIKVLl8bIKI0OCkC9evXw9fUFUszPvXr1AsDCwoIHDx5I7S5fvkyrVq0ynMvAwIDo6GhiYmKkBeLu3bs0aNAAHR0dFAoFEyZMYMGCBfzxxx8A3LhxQ8W1ZW5unqVdSnx8PK6urmqrYyoXpJo1a3Ljxg18fHzw8PDIE1N6796908S15AX29va4ublJJmlloO/bt28L1SWRHomJiaxevZqIiAgGDx6cp2M3bNgwzbUePXowYMAASUmYOnUq+/btw9/fn127dknXIcWqaGhoyLRp01SU8LwiMjISe3t7Nm3axI0bN2jbti29e/eWvmNDhw5l5syZmJmZ5doCmFXWr1/PqFGj+OKLL1SuP3v2jD59+nD16lWV63fv3pU2NTt27GDXrl3pju3i4qKiAB08eJBBgwYxceJE2rdvz4oVKzh//rxaJWn79u0MGzaMhQsXYmtrS9euXTl69Chv3rxRiSGztLRk69at2NnZSdeaNWuGoaFhms1igwYNJHd19erVpbjBrHD9+nUmT57Mjz/+KG2irl69SvPmzbM8hpKqVasSGBjI3r17cXR0ZPfu3QA8ffqUKlWqACkhBKVLlwZS4t0KOuPw4MGDVKxYkdGjR7NmzRpJ2VNuWguT/HAhOQLTRVF8BiCKYpIoiu6iKKrbEvcGtr7/eSug3qTwHkEQygDtgc3vx44XRTFLaSshISHExcVJRcG0tLQy9XNfuHABfX39XJvmPT09pZ2djo4OO3bsYO7cuem219XVpXPnzukqMJASDJZbUp+rk54fFlJM6xlZDARBoHz58pw8eZIyZcpIO4eGDRty/fp1qV3q+h7poQxQ3blzJwsXpuitXl5eUlS/EmNjY96+fYsoijx69EjlvVLuajLjypUrBAUFSZVeUxMUFETVqlUBmDRpEufOnUMQBCkoMKvExcWhra2drT45RVNTk3bNRCQAACAASURBVB9++IE///wTURT58ccfcXFxYfr06UWyRsrcuXNp3749Q4cOLZD5WrVqxapVq6TgX0EQWLBgAW5ubty8eVMqFqhkwoQJDBkyhK1bU5ao4ODgdF2cWSU4OJi7d+/i4uLCkiVLCA4OZtu2bXTr1k2lna6uLtra2tSrVy9Lm4zckpyczJs3b6TPfGoUCgXdu3fn0KFDKuvErl276NWrF1FRUejp6alsVlJz8OBBAgICVBSg0NBQTExMMDc3lzYfqS25SuLj47lz5w7btm1j+fLlVK5cmWbNmnHu3Dm1wd4fftc0NDT45ptv0mwWK1euzI4dO2jTpg2fffaZVNk5M06fPs3x48dZvXo1y5cvZ/Xq1UCKlapz585ZGiM11atXx9/fHz8/PwYOHChtqlNnkH5IuXLlCjT9+tKlS/Tq1YvGjRtjaWnJjBkzGDlyJC1atCgwGdIjKwqM3gcuJNtU93akur78/bX6wLUszm8iiqIyhzgEVStN6/fupyOCINR/f60G8BLYIgjC9feuqVKZTfL06VN++eUXfvnlF+7duydZLuLj49PdUb979w4PDw+GDBmCjo4OT548Yfbs2Vn8tVSJjY1VCbhUKBRqY0lSs2TJkkwtKLlFV1eX+Ph4zp8/zw8//KC2zfr162nQoIG0A0iP8ePHc/r0aRW3Vf369bl+/Trv3r1DFEXevXtHqVIZ/7mUrj1/f3+qV6/Oo0ePePnyJRUrVkzT1sLCgsePH5OQkKDimqpUqVKWioH5+vpia2ur1u1y584dKVbH3NyccePG0bdvX/75559Mx4WU4EBHR0f279+fZkebnzRq1IgbN27g5eXFsGHDaNu2LS4uLkWmTowycD48PBwDAwMaNWpUoPMr6yIp0dLSYs6cOekqUY0bN8bf35/k5GQcHR2ZPn16rlw6y5cv59q1a/Ts2ZNKlSoxa9YsPvnkEwwNDdW2r1+/vmTdzM+H1q+//kq/fv1UrpUqVYpnz55RpkwZdHV1SUhIYMSIEZKSkZycTNOmTfH29kZHRwd9fX21m8IrV66wfPlyKfPn1atXate2zz//nDNnziCKouSO+vvvv7GxsUFTU1NaOxQKBatWreL777/P8e8rCAJDhgyhW7du1KlTBz8/P5YvX87s2bPTzaBMSEjg4MGDODg4oFAo0NPTw9raml9++YXIyMhM1zZ1aGpqkpCQIMU7AlKdGEtLS7V96tSpw927d1WuRUVF5VlV3zdv3vDrr7+SkJAgbcCU7sTOnTuzbNky7O3t6d+/f57Mlxty4kJKbSdM7UKy/7CjIAiW75Wbhx8oPmkQU1YF5cpwDagmimJDYA2gdI5qkuKS2iCKYmMgGlW3U+q5RwqC4C0IgrdCoWDevHlERERw7949SUsfPnw406dPl5SYv//+WzJhLlmyBEdHRxQKBRMnTmTGjBmULl06wywZdcTExKCvr5+tPgVJdHQ0v//+O+3bt0+z09u0aRO1a9dm4MCBmY6jra3N4sWLVXZACoWCChUqMH36dBwdHTN1H0FKjZP//vsPPT09Bg8ezPz589XuCgHatGmjduekoaGRpZTi58+f06xZM7VBfKkVGCU6OjrExMRk6kYSRZFjx44xdOhQNm/eTOvW2QrTyjWtWrXijz/+oFu3brRt2xZjY+MCnT8j+vXrx7Vr1/jzzz/5+uuvC1scAExMTNLd7QKUL18ed3d3bG1t6dmzZ44rH9+9e5d69ephZ2cnfRdKlSrF9OnT0+1jbGzM69evSU5OpnPnzlIJhbzk2rVrxMbGpnGBNGzYkO3bt0vfgyVLlrBt2zaV7CQrKysWLVpEx44d06T3w/9j2lJnBHl6etKzZ880cgiCQO/evZk3bx7Tpk3j2rVrnDlzhpYtW6ptm51gWXWMGjVKilsJDAykU6dOjBo1ip9//jlN282bNzNnzpw0cYBdunTB3Nw83XjGrNCtWzdsbGwAqFGjBk+ePOHdu3cqtZBSo06BWbVqlWQpzC2bNm1CW1ubM2fOSKUzPsTCwiJP5sot+eFC8iVFyUAURR9RFBsBRwA9NW1fCIJgCvD+/9D3/d6Kohj1/ufDgJYgCOWBp8BTURSV1Yn2KOf6EFEUN4qi2EwUxWaVK1cGYPbs2Tg7/z+E59NPP5U+sMnJyWzfvp3Vq1cTGRmJjo6OVHzI2NiYXbt2MXnyZPbt25etNyP1OTZFkalTp7JkyRIGDhyoEkT3+vVrnj59SqdOnXI1/uTJk1m7di1LlixRu2h9iJaWFvfv32fcuHEYGxvTqlWrdBeHTz/9lFOnTmVqzYK0Ef5KFAqFtMh6e3szceJE3r59S3h4uNoH/7Bhw/jhhx9wdHRM15107tw5OnToQJ06dTh06FCuF9rs0rdvX9zc3FTmzU7GWV7w6tWrNEF+oijSuHFjtm7dKsWifQwMHz4cHR0dOnXqhLW1NV5eXjmywuzfv1+q/5FdDhw4wLfffispT5s2bcqTekeiKLJ161YmTJiQ5l67du3YvHmzpMAoP0/K4HxBEDAzM2PRokW0adMGS0vLNBu8AwcO0KxZMyDFtRsQEICvr2+68Xvt2rVj4cKFrF69mhs3bmQ7qyenbN26lSZNmlClShXevHnDu3fvpI3N27dvefHiBc7OzlLl59R06tRJ7fWs0rFjRylmq2PHjuzcuTNdixykKDmpY/ySkpJISEigTJkyeVIa5M2bNwwePJizZ89y/vx52rRpk+sx84v8UGCWAisEQUhdXlSd8gLgCQx7//Mw4ACAIAiVhPefWkEQWryX87UoiiFAkCAIyk9/JyDLDmJBENKkrtatW5fg4GBu3bpFv379CA0N5bffflO7O9TR0clSCf4//vgDNzc3ICXgq3HjxlkVscCpXLky5cqVo3Tp0pLZNjg4mHnz5qld1LKLpqZmtiPzDx48SNmyZYGUtOP0MpcEQWDRokVpKtV+iIeHByNGjFCxtKhLtfby8mLKlCmsWrUqXQtO3bp12bhxI4sWLeLp06dq09UPHTok1bnJLOsqP9DQ0JDePyXm5uYFmhZ85coVtmzZolIIMDg4GDMzM+zs7DK0eBQ1jI2NGTp0qFQRuFu3bpw6dSrd9sr4ow95+/Zthg+m9LCwsGDfvn2MGTNGqhB87ty5bG+m1HH48GF69eql9juqp6dH/fr10wScW1hYcO7cOSpXrowgCNKxDxYWFpI7Nj4+HmdnZyIiIqRsyR49ejBx4kS++uqrTOXS1dVl+PDhOS41kF1SK0kjR47E1taWdevWsWrVKv7++28pMSG/qVmzJiEhIRmWE9DU1FTZjPj6+mJpaUm3bt1yfWjvihUr6NmzJ5qamlhaWmJgYCDVEiuK5CQGJnUWUuoYmBMgWUxWA0cEQfATBOEikASos7s6A10EQfAHOr9/DdAfuC0Iws33Yw0U//+UmPB+3ltAI2BJ9n7ltOjr6/Pbb7/RsWNHevbsycuXL6UKth9SuXLlDLMCwsLCJO340aNHPHr0KN1S8UWNXr16MX78eLZu3YqTk1O+x+CkR3brKKiLz9HQ0CAhIYHXr19z584dNm3apFIx+Pz585JrR1NTk7i4OGJjY6lRowbt27fPMKNAW1sbhUKBnZ0dzZs3Z/bs2Tx+/Jjk5GRCQkKoVKlSlqxCBUlBKzCPHz9m0aJFHDhwQLqmdMu1bNkyS27JokrXrl0zPITv3LlzBAQEcO3a/0MB//vvvxxbYpVFEJVuE19fXzp37syDBw94+/ZtroqbnT9/PsMYLQ8PjzTKTevWrXF1dU2TZKClpcXbt2/ZvXs3c+bMoX///gwbNky6X7VqVfbv31+kd/SQEljr4uKCk5MTcXFx+Pj4UL9+/cw75hGurq40bdo0wzapN2AXLlygdevWtGzZkvPnz/PLL7/k6EiWffv2Ubt2bdq2bQuAra0tM2bMyP4vUIBkqlqJoqh2JRZF8fMM+mzl/9lFGY39mhQryofX1wJr0+lzA2iW2djZ4euvv+bly5eUL1+e8uXLqxwk9yFdu3bl2LFjUrXQLVu24OPjw8qVKwGkwN8KFSowefJkzM3NC9yFkFNat25d4PEa+YXST3z69GlGjhxJ+fLlCQ8Pl9Kj9+/fL52l06hRI06dOiW5jNT5fNOjXbt2VK9end27d1O+fHmio6PTBEMWBWrVqqVyLkx+ExoaipmZGZUrV8bLywtra2v8/PxUiu99rGhoaGBkZERoaKja4HIvLy82bdrE3LlzCQsL4+zZszx58gR3d/cczVehQgUpi6Zq1aqsXbuWpUuX0qhRI0aPHo2xsTHz589PtyxDerx79w49Pb0M1yddXd0018zNzXFwcKBevXpp7o0fP56jR4/i4uKidryPZS1U/m4zZ6oNscxXsvIe1alTh3v37lGnTh2VTXL79u2pVKkSy5YtY8mS7O3tr1y5ku7frahSYivxpubTTz/N8q7A3NxcShdcvXo1JiYmfPLJJ1Il2pCQEKpVq4a+vj4TJkzIVXCXTM5p2LAhN2/e5Pnz59KXWxn06+zszNdffy2ZRlu2bMmsWbNyfApwlSpVmDZtGn5+fjx48CBfarzklnLlyhV4JpIgCIwZM4bTp08jiiKhoaHZfsgWVYYPH86GDRvSXFcqBXp6erRs2ZKLFy+ycOFCNm/enCem+LZt2xIcHIyRkRFWVlb88ccfODs74+TkhKenZ7bGOnr0aI7LMbRp00ZtjFj16tVzXaRRJnM6dOjAvn378PT0VDkTrHfv3rRs2TLbFuD79+/nKo6nsJAVmGwiCAIaGhpcvnwZPT09vvzyy3QLwllaWmZ4WJ9M/mFubo67u7uKNa1bt254eXlhbm6uYmmqWLEiVlZWaVJss4uLi4tkiStqFObO18rKCl9f3zzJHCkqlC9fniZNmqQ5XO/gwYNSzaL+/ftLFVTzKhaqTp06uLq6qlwrXbo0rq6uXLlyJVtF93JafE2m8KlatSpWVlYIgqC2CGTqrK+ssGvXrizFJhU1ZAUmB4wZM4bp06dLh/EpFZi4uLh0U99kChYNDQ06deokpSdCykPEyclJbYB2XqUgFmWSkpIKpCz9h3PY2Njg4eFRKAHN+YmNjQ0PHz5UCaj09vbONH4hNygUCqpXr672XsuWLdNUy02PD+t7yHx89OzZExsbG7UB2Mp6UECmBVtfvnyJhoZGkSq3kFVkBSYHmJqacvbsWUlZMTMzIygoCD8/P7V+YZnCwdHRMcsLdElYyFu2bMnWrVuZPXs29+/fRxRFlUM4s0JycnKa2jthYWEqJ4C/efNGJQDc0NAQQRCKdDmBnPLll19Kqc3+/v7pBv8XBF988UWG2VGpOXnyZK5LJMgUXZTuyzdv3tC+fXtevXpFSEiI2uzKo0ePfpTWF5AVmByT2scoCALJyclcvXpVqnkgI1PUsLGxISQkhB9//JGVK1cyffp05s2bl60x1q1bh7u7u1TpODk5mXnz5vH8+XOpLsmHRztASg2mD4+DKA60bdtWUugOHTqUpVpH+UVGp7l/yIULFzJMVpD5uDE2NiYsLIx169bx22+/4eLiwpw5c9QemHn37t0Mz9UrysgKTB6hra39UaVMy5Q8BEFg5syZ6Ovrs2HDBn766ScMDQ2z5VYKCQlhxowZHDt2DIC1a9fyww8/MHXqVLZs2QKkpFB/eJK68myf4oZCoUBbW5uoqChevHiBiYm6M2uLHlk5zkTm46ZMmTKUL1+e2rVrs3z5cn799VfOnz+v8n0XRRFRFD9aC7SswOQRTZs2JTAw8KP9IMiULJSf0+rVq0sn6maGMgXdwsKCO3fuEBISwtu3b7GysqJChQpERkYSExOjVoEpzowePZqBAwdK9TMKE2Nj40yPG4iIiKBMmTIFJJFMYTFlypQ0Rx9YW1urHIVx/fr1dM9c+hgouiX2PjLatGlToCeEysjkBZ999hnnzp1LNzA0Nbdv38bS0hJBEKhcuTI//vgjq1atku5/9dVXHDp0KEuHdhYnKlWqxI4dO4qEUtCoUSOuXr1KaGgodnZ2aq0sGR0UKFN8UGfx7NKlC9OmTePevXsEBATw6NEjdu7cWQjS5Q2yBSaPMDIyYtCgQYUthoxMtqhbty63bt3KUlvlGU+QUgdlwIABKg/tJk2acPXq1XRP8y3OFAXlBVLqgxw8eJAHDx6km1l369YtldohMiUHQRBwcXGhb9++rFy5kvXr16stVvixICswMjIlGEEQaNeuHXv27AHg0qVL/Pnnn2rbKo9JgJSA0Q+LoAmCQO3ateXijYWIhoYGa9euZcGCBVLBzQ8JDg6W/o4yJQ8tLS2qVq0KpByN8zEjKzAyMiWc3r17ExgYyJ49ezhw4AABAQE8efJEpU14eHiWgj6HDx9eoOfGyKRPpUqVpGyx1BSngoIyJRtZgZGRkWHy5MkEBQWxaNEiunbtyr///qty38nJicmTJxeSdDI5oXv37hw6dKiwxZCRyTdkBUZGRgaFQsGUKVPQ0tKiXr16Kkdj3L9/HwsLi4+yUmdJRpktljptNjIyEgMDg0KUSkYm75AVGBkZGRU0NTVVztTZvXs3dnZ2hSiRTE6xtrbmyJEj0uuP9dA+GRl1yAqMjEwRwM3NLctVVAsCQRCknXtcXJy8a/9I6dy5MydOnJBe+/n5Ubdu3UKUSEYm75AVGBmZQiYgIIDnz5/z008/FbYoEqampoSEhBS2GDK5RBAEGjdujI+PDwD37t2TLTAyxQZZgZGRKSQCAwNZv349mzZtYtasWSQlJRWZGirKE9ZTp07LfJz07duX/fv3I4qiVE1ZRqY4ICswMjKFxNq1axFFEXNzc4yMjLC1tU23BktBowzkvXbtGo0bNy5scWRygYGBARoaGri6utKoUaPCFkem5JD26Os8Rj5KQEamEEhKSkJfX59x48ZJ1+rUqcO2bdsKUar/U758eV68eMHr16/58ccfC1scmVwyY8YM/v33X1q3bl3YosiUHPLdQCJbYGRkCgF/f38sLCzSXDc0NCQsLKwQJEqLpqYmkZGRxfIU6ZKGhoaGrLzIFDtkBUZGphC4fv26WtfM4MGD2bJlCw8fPiwEqVT5/vvvpbOPCpr4+PhCmVdGRubjQVZgZGQKgfSyQapUqUJSUhLz5s3jxYsXhSCZqiy9evUqlLnHjBmDs7MziYmJhTK/jIxM0UdWYGRkCoGkpCQ0NdWHoNnb27NmzRq2bNmi0v7p06cFJV6h8s8//9CzZ09sbGyYOnWqbI2RkZFRi6zAyMgUMPHx8WhpaWXYxtjYmOjoaOn1zZs3cXBwyG/RigTHjh3DxsaG+vXrM3HiRNavX1/YIpU4kpPzPYGk2CO/h/mPrMDIyBQwN27cyHZq8qVLlyhbtiyRkZH5JFXRICkpCVEUJeuUubk5wcHBkjIniiInTpxQOepAJm95+vQp1tbW8nucCxISEujRo0eRiGUrzsgKjIxMAbBjxw7+++8/rl+/zrZt22jXrl2mfUxNTQkODgYgJCSEAQMGcPny5fwWtVDZtGkTX331lcq1SZMmsXz5cqZOncqkSZP4+++/8fX1LSQJiz+///47EyZMwNPTs7BF+WjZvXs306ZNY//+/YUtSrFGrgNTzImJiUFXV1euvlmIxMbGcvv2beLj4zEyMmLRokUYGRll2q9p06ZcvXoVGxsbRFGkVq1aHDp0qAAkLhw8PT1JSkqiSZMmKtcrV67M/PnzEUWR6OhowsLCOHLkCFZWVoUkafFk69at+Pv7Y2VlRbt27VRisGSyh5+fH3Z2dpw+fbqwRSnWyApMMWfZsmUkJiayaNGiwhalxOLl5UXfvn1p0aJFtvo1a9aMefPmUatWLerWrYupqSnPnz/PJykLl8TERC5evIizs3O6bQRBwMDAgFKlShEUFFSA0hVvwsPDmTdvHu3bt2fx4sVAiqsuIiKikCX7OFEe1yAIAuXKleP169dcuXKFW7duMXPmzMIWr1ghKzDFnMTERIyMjHj9+jXlypUrbHFKJHfu3KFbt27Z7qehoYEgCGzdupWZM2eiUCikE6KLG0eOHKFHjx5Zapv6pGyZ3OPi4sK8efMoW7asdE222GafvXv38vTpU0xNTbG2tgagY8eOnD59mqtXr2Jqaiqvw3mMHANTjElISEBLS4vOnTtz8uTJwhanxBITE4Oenl6O+o4fP54ePXqoPFyKI+fPn6dt27ZZbl+lShUCAgLyUaKSgY+PD7Vq1Sr2n6+CwNvbm06dOnHhwgXps9ywYUNOnjxJ7dq1ady4MdevXy9kKYsXsgJTjLl58yZWVlZYWlpy48YNlXuvX7/mzZs3hSSZTFYxMTEptGq4+Y2rqyvu7u48ePAAU1PTbO36u3TpwtixY5kwYQKxsbH5KGXxZteuXQwbNkztPdnKlXUCAwOpUqUKDRo0wM3NTbquUCjYsGEDw4cPp2HDhty8eVO6V1SODPmYkRWYj5iwsDCGDh1KcHAwycnJ/PHHHyr3b926RaNGjVAoFOjo6EipqG/evGHatGn89ttvhSB1yULpD88rKlSoUOgVevOCsLAwoqOjadCgAbt27WLUqFHZ6l+zZk1Gjx7NkCFDOHr0aD5JWbyJjY1FQ0Mj05pExYWrV6/m29h79+6lX79+GbYxMjIiPDwcgKioKDp06MC7d+/yTaa8JDw8vEiWcJAVmCJMYGAg06ZNS/e+j48PnTp1Yv/+/Vy6dImLFy+yY8cO6X5AQADVqlUDoF+/fvz+++8A/PHHHyxYsCBHO4AtW7Zw8ODBbPcrqfj5+VG7du08G69Zs2b8999/eTZeQTNhwgSePXvGzp07GTx4MC1atMDR0TFHLjYbG5sCfT/c3Nw4ceJEgcxVEHh5edG9e/d07+vo6BATE1OAEmWfa9eupWuBu3r1KmPHjiUoKIiIiAiGDBnC69evVdqIopijgnPJycls3LiRU6dOkZycTEhICCYmJlnqJ4oiGzduxNHR8aPIUjpx4gQrV65k0qRJRa42UIlUYPz9/fnnn38KfN7IyMhsmWXXr1+PgYFButkAvr6+dO3alWfPnnH48GFWrlzJ48ePuXTpEpDy5VTu/hs0aIAoiixevJiXL19SrVq1bJuIo6KiCA4O5sKFC9nqV5I5evRojgJ406Nhw4Zp3IEfC0lJSejr67N8+XICAwOpXr16rsfU0NAgISGBhISE3AuYAQkJCYSFhRWrWLKrV69mmBlnZmbGs2fPEEWxSO6+Adzd3ZkzZw67d+9WWc/i4uL4448/WLlyJa6urvz666+4ubnx999/q/Q/f/68tLHLDnv37qVmzZoEBwczZcoUhg4dmqV+VlZW3Lp1ixcvXtC/f/9s1XV69uxZtuXMC06fPs2CBQv47rvvpPdPFEUmTpxYKPKkpkQqMBcuXOCvv/4q0DkfPXrEN998k2YHl7pcfGqU1Ujt7OzYvXs3kKLQODk5SW2Cg4MxNTUlOjqa6tWro62tjaOjI0eOHOHJkydpxhwzZgwjRoxg/vz5AFSsWJHQ0NAs/w7nz5+nffv2WFlZfbQP0YLE39+foKCgPM060NPTU9kVF9UHizp8fX1p2rQp3bp1o2rVqnk27vfff4+9vX2eWAbDw8NZsWIFzs7OXLhwgY0bNxISEsLly5dp1aoVDRo04Pbt23kgdeGSlJSEQqFAoUj/EfDpp59y//59zpw5w+DBg/NdScwu0dHRmJmZsXz5ckRRVHEluru7M3LkSHR1dWnVqhWlS5fG2tqaO3fucPfuXV6+fAmkZAhm14KXlJTExYsX6dy5M4MHD8bNzY0GDRpkqW/Xrl1xdnamS5cuaGhoZNg2NjZWqvsUGhqKg4MDM2fOVGsxSkpKIiQkJFu/R0a8efMGURSlz4kgCLRt25Z///0XgLt372a7LER+kKkCIwhCkiAIN1L9m/n++hlBEO6lur4nVZ8hgiDcEgTBVxCEm4IgbBIEIU3lLkEQygqCcFwQBP/3/xu/v/65IAgRqcae+/567Q9keSsIwuTs/tKPHz9GV1c3u91yTEREBKtWrWLnzp0cP35cuv7ixQs6duyYxqwJ8PDhQywsLKhduzb379/nypUraGlpER0dLe00lLUG5syZww8//CBdc3BwYNSoUfTs2TPNuCYmJpJVplGjRipBZZlx+fJlWrRoQd++fSUF8O3bt2qVpZLOmzdvWL9+fb7UfVDGM4miyIQJE1i2bFmez5FbIiIiWL58uYqCrlQCunfvzpgxY/JsLnNzc1xdXSXLY05xcnLi559/xs7Ojm+//Zbw8HA6d+7M4sWL2b59O+3ataN3794cOHAgw3FEUWTevHlFOgjW19cXS0vLDNvUrl2be/fuSdbdBQsWMG7cuDw54ycqKgpHR8dcjZHagtSnTx+uXLkCpKxJgYGB1K1bF4Cvv/5airEyMTFhyZIlbNy4EUixapQuXTpb827YsIHvvvsuRzIbGxvj4eFB586dgZTvcnousCNHjnD48GHOnz/Pvn37cHJyonfv3uzcuTNN2x07duTZOiCKIt988w0XL17k8uXLtG7dGvj/8yY5OZnjx4/TpUuXPJkvN2TFAhMjimKjVP9SV5oanOp6fwBBEKyBKUB3URTrA02Ai4A6B+FM4KQoihbAyfevlfyTauyFAKIo3lNeA5oC74Bsm1KSk5MxNTXNtsaanJyco13Ili1bsLe3R0dHB319fRITEwH45Zdf8PDwkHYQSoKCgli9erX0wZk0aRLnzp1j2LBhUiqe0pcKULZsWZVAUQMDA7y8vDLVkC0tLbl16xYxMTGZLv7h4eEkJSWhra2Nnp4eycnJxMbG4u7uzurVq1Xaenl5MXfuXM6dO5fueI8ePcLe3l5lMXR1deX+/fsZypEZoigSFxeXqzGUHDx4kLNnz+ao76ZNm5g9ezaVKlXKE1lS06dPH/766y8uXryIjY0NsbGxRS4Y8PLly8TGxnLx4kXp2qNHj6hSIiV1gwAAIABJREFUpUq+zWlmZpbjAnfx8fHExsYyc+ZMKleuTKVKlejRowc1a9Zk8eLFLFmyhFKlSmFgYEBUVFSGysnJkyd5+vSp9EDNLm/evOHPP//Ezs5OOkoir7lw4QJt2rTJsI2xsTEBAQGUK1cOc3NzFi9eTL9+/fIkaHrjxo1ERETkKhPyypUr0hqno6NDQkICMTExzJgxI93YwcGDB/Pdd98RFRUlraHlypXLshyPHz8mMjIyz6pAN2zYkFu3bvH777/z3XffqXyu/v33X1avXs3u3bu5d+8e1atXp3Xr1ly7di3NOLdv30ZPTy9PlOYTJ04wduxYPD09OXXqFB07dpTuNWnSBG9vb54+fZqlmJ/8Jj9cSI7AdFEUnwGIopgkiqK7KIr31LTtDWx9//NWoE825ukEPBRFMUfFIBo1aoSPj0+2+owbN06qVKlk+/btDB8+PMMPzsuXLyWTeb169fDz8wNSTIS1atWiZ8+eTJ48mRs3bhAeHo6LiwsTJ07EwsICSFmY7e3t0dbWplu3bhw9epR79+5Rp06ddOfMSuaLsbEx4eHhbN++nbVr16b7O4iiiJOTE+PGjZOu2dnZ4erqSnBwMFWqVJGUwcOHD/Pq1Svmz5/PkSNH0p37t99+o0+fPjg6OrJ8+XLc3NyIj4/n1KlTmcqdEZ6enrne2Snx9vZWKd2fHcUoMjIy3wpWNWjQAG9vb3bu3EmfPn2kz0RR4smTJwwaNEjK/Hj9+jXGxsb5WiDt66+/Ztu2bTnqe/LkyXR3lEZGRip/yxYtWmSY0XL48GF+/vlnPDw88PDwYMGCBcTHx/P48WNGjBiRYS2Q+Ph4Zs2aRc2aNXFycmL79u05+n0y4/nz53zyySeZtrt9+7ZkLYCUwmznz58HUtYFZUzQgQMHslyXJykpiZcvXzJ16lT27t2bA+lTiIqKwsDAQHrdoEEDvv32W+zt7SlfvrzaPhUrVqRjx46Ym5sTFBSEIAi0bt1aRdFOD1EUcXNzY8qUKTmW+UNatGjBr7/+SmBgIF9++aWknChDCDQ0NOjatSv29vZSH1NTU5W4yFevXmFqakrdunW5c+dOrmW6fPkyX3zxBa1ateLJkycqAfY9e/ZkxYoVNGrUKNfz5AVZUWD0PnDb2Ka6tyPV9eXvr9UH0qqI6jERRVG5xQhB1UrT+r376YggCPXV9B0IeGRxHokXL15gYmJCgwYNsqXAvHz5kjp16pCUlCRZYY4cOUJiYiItWrRIt8R7YmIiOjo60uvmzZtz9epV7t+/z6effgpA27ZtWbVqFZs3b+bnn39m+vTpmJubq13sDQ0NiYyM5NKlS5KFJjeEhYXx8OFDBg0alCaw+Y8//mDp0qXMmTOHQYMGqVgT6tati4GBAY6OjnTq1Enqe/HiRezs7FAoFFSqVEltyu+DBw8oW7Ysbdq04fvvv2fo0KF88cUXODg48PTp0xz9HsePH2fx4sUcOXIEIyOjLJdBz0jxTE5Oplq1ajx+/JjDhw8zbNiwLAXdxcXFoa2tnWXZc4KDgwPDhw9HQ0ODFi1aFLnMpODgYGrWrMm7d+948eIFc+fO5ZtvvsnXOStUqEC5cuWYO3cuDg4OLFmyBFEUefPmDWvWrJHaiaKIh4cHc+fOlWLAvL29admyZZbm6d69O4cPH1Z7T2nZ0NLSYsCAAcTExDB06FDGjx/PsmXLWLt2Le7u7sTGxqpkdAQGBrJ3717c3d0ZM2YMTZs2pUaNGvlWzj+riqStra3K2VSCIEhxM+7u7qxfvx5Ieehl9eykkydP0rlzZ2rWrJntYoSurq7MmDFDbXmCgQMHsnDhQmrWrJnpOPXq1cPb2xsdHR2aNGnCtWvX8PT0TDfL7MWLF0yYMIEBAwbkafiB0qU1depUevToIX2uQkJCMDU1BVKUhsqVK0t96tSpo6Ko/Pvvv7Rs2ZKePXvi6emJi4tLrixbcXFx6Orq0rdvX8nVpkRbW5sVK1bw9ddf53j8vCQnLqRdqe6ldiHZf9hREATL98rNww8UnzSIKU8S5dPkGlBNFMWGwBpA5UhPQRC0gV7An+mNJwjCSEEQvAVB8Pb392fs2LGcOHECHx8fLC0tJetDahYuXJjGv7tq1Sq8vLz477//aNq0Kd27d8fLy4u3b99y9uxZvv32W6ysrFRiSeLj46WfHzx4QK1ataTX1atX5969e+zevZtevXpJ1xUKheQ3zyw7o2HDhly5ciVPsjiUC33Xrl2l3VRISAh37tzh+fPnjB07liFDhqQ5YA9SqsQaGhpSv359bt++LZlklQuctbV1msDKa9eu8dNPPzF69GggJX6hUqVKmfrjU5OYmJjGb3z27Fns7e1ZtmwZbdu2zdID/Z9//sHBwSHdOTQ1NRk6dCgLFy7kzJkzuLu7ZymNVrmg5CeVK1emcePGQNEs+678HNSuXZsxY8awZMkSaUHOT0aPHs3ChQtxcXGhSZMmHDx4kBUrVvDkyROpbMC1a9d49+4dDg4OLFy4EFEUiY+PV9loZISuri7x8fFqU0oPHTpE7969AWjTpg3Dhw+nZs2arFmzBjc3N3R0dJg+fTqjRo1izJgxkptp+/bt6OrqUrZsWZXdrba2tuRyziuSkpIyDSBVMmLEiDSBvmXKlCE8PJwnT57QvHlzoqOj0dLSIiEhId0NgZOTk+TmPHfuHJ9//rl0T3lIZ3qEhYXh6+tLbGwsYWFhfPHFF0yZMoV69eqlaZvVkgV169Zl/fr1tG/fHh0dHW7dukVUVBQXL15Uu4lav349ixcv5rPPPsvS+NmhQoUK6Onpoa+vLz07bt68ScOGDdOV/e7du9Lra9eu0bhxY4yMjLh//z6mpqasXLkyR7LExsaiqfn/E4bUfU6qVq1aZGoH5YcLyZeUuBdEUfR5H69yBFBX6OGFIAimAO//D33f760oilHvfz4MaAmCkNom2B24JopiuhW9RFHcKIpiM1EUm1WrVo21a9dy/PhxSYGBFDP/hg0bePjwIQEBAdy5c0flgXvhwgUqVqzIP//8w40bN2jUqBGfffYZFy5c4M8//2T48OFASiyJ0prz6tUrRo4cyZw5c1LeDF9f6tf/vwFJEASsrKyIjo5OU767fPnyzJo1K5O3N2VX9Msvv+TJg6tq1aooFAq0tbWJj49n/vz5rF+/nsOHDzNhwgTKlCmToasKUj7kSUlJnDx5UmVhUgYBKh8cDx8+5K+//mL9+vXp7mIysp78+eefTJ06FXt7e6ZOnSqNq1w0dXR0MDQ0xMLCAn9/f5W+6upZnD59mvLlyxMYGJjm3p07d6hbty6GhobMnj0bZ2dn9PX1iYiI4OzZsyxdujRdq9uFCxfyZaHLCGNj4yJZWXno0KFs3bqVMmXKFOi8giDQrVs3PDw8sLKyYvz48fz5Z8p+x9PTk8GDB2NgYMBXX33F/v37s/1dat++fRqLZWRkJPr6+ioPACU6OjqSVa5atWps3bqVVatWceLECURR5O3bt/To0YMBAwao9KtVqxYPHz7MlmyZ8ezZM8zMzHLcv2nTptIGoX79+ty8eRNNTU2qVq2qNtVXFEWuX7/On3/+KdVdUT4YLSwsWLt2LePGjWPFihVq53N0dGTLli3MmTOH3r1707VrVyZOnIitbYZ74gwxMjIiJCSEVq1aASmWHTs7O8aNG4eHh6phX6lUZOUE+dyiUChISkri1q1b6cbZVKtWTUqcUB66qXTzrFixgqFDh2aYXZYRa9asyXJKeFEgPxSYpcAKQRBSf0PSq1LlCSjrWA8DDgAIglBJeL+iCILQ4r2cqVN1BpEN95G2tjYKhYI6depw5swZSXGwt7end+/ebNiwgS1btrB27VrJRfDu3Tt27NjBwIEDUSgUhIaGYmBggCAINGvWjMDAQMkFVLp0aWkHsWHDBlxdXaVMkbt376bZFQwZMoQlS5ZkVfwCY+rUqYwYMYKFCxcybdq0LO9IAVq2bMnKlSvp1KmTynV7e3sWLFjAzZs3peJNGT0s6tWrp9aPe+jQIaKjo1m5ciWrVq3C3t6eXbtSjIH+/v7S3wJSrBOplYtHjx7RpUuXNApHbGwstra2HDt2DEip9fH27VsgJcOhWbNmQMpDRLkgzJkzh2fPnjFq1Ci2bt3KjBkzpJRMJdHR0Sq++YKgQ4cORbZGSXazPPIKQRBYvXo1tra21KhRg4CAAJKTk0lMTJQU6I4dOxISEiJZTbJKp06dWLlyJfb29lJdpIsXL2br2IdSpUrx7t07/Pz80rVApo6ZyysePHiAubl5jvu3bNmSrVu3SqXz161bR4MGDWjUqJHa8gq3bt3C1tYWX19f/Pz8pOwggG+++YYmTZqwefNmzM3N8fLyUun76NEjGjVqxOLFixk3bhxNmjRBEARq1aqV6w2cu7u7pGwqFTp1Ab3nz5+nXbt2uZorqyizTt++fZvu90a5YQQ4duyYSoxS6oQOURQRRZERI0ZkqQCdv78/CoVCxWNQ1MlJDEzqLKTUMTAnQLKYrAaOCILgJwjCRSAJUBdl6Ax0EQTBH+j8/jVAf+C2IAg334818L2LCUEQSgFdgH3Z/WW//fZblfS3ypUrU7lyZVq2bIm5uTnlypXDwMCAyMhIZs2ahaOjIxoaGjg6OvLTTz9J/fr378+CBQvUzhEbG4uRkRG9evXir7/+IjIyUm2V0aJo9q9QoUKWAvvUYWNjg4eHRxrNv2LFivz000/s2bMHa2vrTP3HygVb+aCBlHiKq1ev8u2330rtatSoIe1C/vnnH5UFJvV7+/btW1auXMm+ffvYvHmzdP3OnTtYWFhQvXp1aZwNGzbg4ODA7du3efz4MTVq1Egjn6GhIXZ2dpQtW5ZZs2Yxe/Zs5s2bJwX4xsTEZEvxyyuaNm2ar6XSs0NMTEyBlinIiAoVKqgs6NeuXaNp06bSfUEQpJiT7KClpcWuXbtYtmyZVFLA29ub5s2bZ2ucWrVqsWLFinSLHdauXTtPAjNTk1sFRl9fn7Zt2/LZZ59RrVo1unbtSt++fVUs0ak5c+YMHTt2pH79+ixcuFCl5L4gCLRp0wYNDQ169+6dpjLtX3/9RZ8+fdDV1c0Tl3lq0nPzNmjQgH///RdHR0dmz57Nzp07ad++fZ7OnR5t2rTh1KlTmT4fBEEgLi6OQ4cO0bVr1zT3q1SpQlBQEL6+vpQuXVqlQnt6bNq0iQkTJuRY9sIgra3zA0RRVOssFUXx8wz6bOX/2UUZjf2alGyiD6+vBdam0ycayFF6hyAI9OmTNtEpdUBSz549GTt2LCNHjpQe5llZjHV1dXn8+LGUWmZlZSXtTEoK6ZlYNTQ0WLRoUZbGqFq1KgEBAaxZs4bo6Gh+/PFH9u3bJ9W5SU2tWrV48OABjx8/Tndx27RpE7NmzaJixYokJycTHh5OmTJl8PDwYPr06QBoamry+vVrnj59ypo1axg3bhz6+vpZUjJLly6Nvb0906dPZ8SIETx+/FhlR1RQCIJAu3btmDhxIkuWLClwC1BqAgMDpSMsihLNmjVj9uzZUmHI3KLcmNStWxc/Pz9iY2OzrbgNHToUb2/vdLNm9PX1iYqKyrWsqXn+/Hmu45FGjhwp/aw8DFJfX59Xr16pVACHFLd6+fLl+frrr6lYsSL6+vpqxxQEAXNzc9zd3TE1NaVLly6EhoZSsWLFXMmaXb7++ms+//xztmzZgkKhQF9fP9+D8pVUq1aNS5cuqX1OpaZVq1aMHDmSqVOnql2n6tWrh6+vLzdv3mTevHmZWvxfv35NuXLlCuz3zCsyVWBKGg0bNsxRaWnl7mLevHnStTFjxqhEj8tkjkKhIDExUaoSGhISwtOnT9X67Pv374+bm1uaBRNSFMqIiAhCQ0MlRfSHH35gzpw56Orq8vnnn2NoaAik/J1sbW3ZuHEjWlpauLq6ZqvCbY0aNVi1ahWTJk1CFEXWrlWre+c7NjY2NG3alNWrV/Pjjz8W6Nyp/wZPnjzJ891yXvDVV1/RpUuXPHdp2dnZYWtrm6OYDC0tLSmTJz0MDAw4f/48K1euZM+ePTmOb1CSOtA+r+nduzfjx4+ne/fudO/eXSUIVF9fP8OzlyAlaNjHx4cHDx5gb2+vYnUtKLS1tTlx4kS6ilZ+M2XKlEzdOJ9//jm3bt1KN9C3adOmODs7Ex8fT5kyZbCyssLLywtra2u17bdv387AgQNzLXtBIysweUTDhg3Zvn27ysJdVHLlPzaUxyWEhoYyadIkevToobadsbExLVu2lBSR1HTo0IHFixerWEM++eQTlXRaJSYmJhw/flx6AOvr62d78dLU1GTu3Lm8evUq3x4OWaFy5cpSkS5l5cy8ZtKkSSxatAhDQ0Nu3bolmaf19PSYOXMmAQEBaqtAFwXyIx5HT08PZ2dntVkxeUHPnj3x8PCgb9+++Pv75+nhoHlN+/btadeuHWfOnGHSpEl069Yt2++5paUllpaW9O3bN5+kzJzCUl6ALLkz9fX1M6zyraurS1hYmBRbZWdnx6+//sqBAwfSxHtFR0cTGhqap8d7FBQl8iyk/KBatWpZroMgkzUqVqxIhw4dGDRoULptunfvrraiaIsWLfD09FSpIpkRefGgNzExUck4KyxatmzJ+fPnGTRoEF5eXixdujTDqsjZITk5mRcvXkgB1L///jtLly7FxcWFPn36sHfvXoKDg/OlAnFRJr+UF0hxRy9dupTmzZvj7e2dq7EK4ngDQRDo2LEjq1evRktLK8dl92Vyx8iRI6V4I0EQGDlyJJcvX5ayN5UcO3asUJXF3CArMHmEIAiFGndQXBk9enSWa1akRlNTkwMHDnx0Pt28wNramkuXLrFgwQIeP35Mv379pOqpucXHx4d+/frh7+8vZZQoLU4NGzbk9u3b+eqiKMkoD1fMDakLpOU3CoUCa2trKlSoUCDzyahSv359jI2NVa5NmTKF+fPnc+7cOamI4/Xr16WaUh8bsgtJptiSWf2a4oqOjg4zZswA/l/YK70D47LLhQsX+Oqrr4iPj2fu3Lkq2Q2CIGRYlVomdygUilwfpPhhYU2ZkkXFihWZPHky169fx8nJCVdXV5W6PB8bsgIjIyOTZZRHcXz11Vd88sknaVLGP1ZT9MeCIAiIokhAQABVqlTJ9oPnzp076QZyypQMatSoQY0aNdDS0mLlypX56v7Mb2Q7r4xMCUAQhFzv3lOPpaenp1J1WaZgqFSpEs+fP2fUqFFZOoDwQ4KCgvL1RHCZj4cvv/ySU6dOFZlzjXKCrMDIyJQAzMzM1JZ5l/m4sLS0xMHBgblz5+b45PaiWERTpuDR0NDg0KFDReZco5wgKzAyMiWAWrVq8ejRo1yNERkZKQeqFzKWlpYYGhrSpk0bEhIS2LRpE5MnT85Ssbs3b94U+JlUMjL5iazAyMiUAGrWrJlrBeb+/ftFugZJScDIyIgNGzYAMGvWLDQ0NJg1axazZs3im2++kY60SEpK4vHjxyp9161bx+DBgwtcZhmZ/EJWYGRkSgBmZmYEBQXlaoy7d++W2MyuokipUqX47rvvMDExYc2aNTg6Okrnfc2aNYsVK1bw9OlTAHx9fSlbtmyBpVDLyBQEsgIjI1MC0NTUzNKJtBnx6NEjtQdcyhQNateuTUBAAEFBQZiZmbF8+XKWLl3Kw4cPWbduHaNGjSpsEWVk8hRZgZGRkckSiYmJH3XAX0mgbdu2ODo6MmTIEPT19Zk1axbHjh1j6dKlaGrKVTNkihfyJ1pGpoSgo6MjnTorUzyxsbHBxsZGem1mZsaYMWMKUSIZmfxDtsDIyJQQRo4cybBhwxg5ciQvXrzIVt93796lKVonIyMjU5jICoyMTAmhfPnyeHp64uzszNatW7PV98KFC2oPzZSRkZEpLGQFRkamBKFQKChbtiyvX7/mr7/+wt3dPUv9Ll26RKtWrfJZOhkZGZmsIyswMjIlkIkTJ2Jqaprl2jBxcXGyC0lGRiY75M3ZJRkgKzAyMiWQTz75hFatWqGpqUliYmKGbcPCwjAyMiogyWRkZIoJ+a5fyAqMjEwJpm7duty7dy/DNmfPnpUPbpSRkSlyyAqMjEwJpnnz5ly+fDnDNtevX6dx48YFJJGMjIxM1pAVGBmZIoAoioUyb82aNfH395de3759m1GjRkkl6AGSk5PlImgyMjJFDlmBkZEpZJKSkhg8eDDLli0rlPmrVKnCsWPHCA4OZvPmzcyfP5/du3cDKcG72trahSKXjIyMTEbICoyMTCGzZ88exo8fT4MGDThw4ECBzz927FhiYmJwcXHByckJU1NTXr58CcDNmzdp2LBhgcskIyMjkxmyAiMjU0iEh4ezatUqrl69ymeffcaXX37JuXPn1LqTRFEkIiIiX+QQBIHevXvj6uqKvr4+ACYmJrx8+ZJ//vmHtm3b5su8MkWTxMREHB0diY2NLWxRZGQyRFZgZGQKCTc3Nzp27MicOXOka926dePvv/9O09bf358+ffpkmvKcV3To0IGzZ88SFhZG2bJlC2TO1Jw6dQo3NzeWL19e4HOXdK5cuYK+vr7kRpTJGcnJ+V4GpcQjKzAyMoVAUlISiYmJNGrUiDJlykjXu3btyr///suECRNUFkAfHx9sbGw4ffp0gcjXsGFD9u7di56eXoHMl5ro6GiOHTtGv379qF27Nl5eXir3Hz58WGhBzyWBM2fOMGbMGJVAbpnsM27cODw8PICUSta9e/cusA1ISUFWYIo5mzdvZs+ePYUthswH3L59GysrK7X3Fi1ahJ2dncrfzc/Pj/79+3P//v0CkU+hUPDbb7/h4OBQIPOlxsPDg++//x4zMzNJaRNFkXv37vHXX3/h4ODA7du3C1yu4s7Ro0dxdHREW1ubsmXLEhcXV9gifbT4+PjQokULbt68SUJCAocOHWLQoEHcuXOnsEUrVsgKTDHnyZMneHt7y5p/IfOhxeDcuXO0b98+3fatW7fGx8dHeh0fH0+VKlWyfYp0btDR0UFLS6vA5lPy8OFDLCwsgJT4HGNjY6ZMmcLhw4eJiIhgw4YNnDp1qsDlKs7s3LmTwMBAnJycsLe3L2xxPno8PT0ZMGAAXbt25fTp0yQnJ9O8eXP++++/whatWCEXdyjGJCUloVAoaNWqFdevX6d58+aFLVKJZcqUKXTq1AkbGxsAgoODMTExybSfUvERRRFBEPJVxqLA69evVVxqADNmzABQ+f0LUpEr7gQFBREQECC9zzK55927d5QqVYr27dszZcoUrK2tqVmzZrZPgZfJGNkC8xHz6tUrRowYQUJCAgCBgYEq92/duoWVlRXt27fn7NmzhSGiDBAREUGFChXw8/Pjv//+IyEhIUuWjXr16uHn54e/vz/m5uYFIGnhEhcXh4uLCyNHjlS5LghCGuWtbNmyHD9+nOnTpxMeHl6QYhY7Nm3axJgxYwpbjI+eFy9e8ODBA86ePUuTJk0A0NTUZM2aNfTo0QNBEFTi2q5du1ZYohYbZAWmiPPs2bN07928eZOaNWty8OBBHjx4gK2trUrgnbe3N82bN6ds2bK8evVKup6cnMy6devSKDxZQRRF2R2VTby8vLCxscHBwYGdO3eybt06Pvvss0z7de/ene3bt+Pl5YW1tTUAenp6vHv3Lr9FLnBEUWTy5MkMHjw4S1lPw4YNY8WKFYwbN44dO3YUgITFk5CQEPT09DA0NExzT0dHp1ilUuf392bdunWcPn2a48eP89VXX6ltY2BgQGRkJM+ePePbb78lNDQ0X2Uq7sgKTBHmxIkT/PDDD+ne9/Hx4fvvv+fmzZvs2bOHvXv3smbNGul+YGAgVapUAVJOH1YqN6dPn8bY2FiKkM8O69atY9GiRdnuV5K5d+8edevWRRAEFi9eTOPGjfniiy8y7WdkZIS1tTWamppUqlQJgKZNm+Lt7S21cXJy4vXr1/kme0Fx9OhR+vbtm+WieRUqVMDLy4saNWrw8OFD2QqTQ9zd3RkxYoTae1WrViUwMJAXL14UWpXozEhKSkr33tOnT/Hz8wNSYsjatWtHZGRkvsghiiJJSUmMGDGCxYsXp+vubdOmDRcuXGDjxo389ttvaksmpDe+s7Nzsdy85IYSqcCEhYXlyPpQ0Jw8eZKBAwfi6+tLfHw8s2fP5ueff5buv3nzhooVK/L27VuioqKoXLkyTZs2Ze3atVLshPKLNGDAANasWYMoivz9998MHDiQqKiobMmTlJRESEiI5LKSyRqJiYmSy0hHR4cOHTpkOTi2Q4cOjB07VnrdsmVLrly5AqQoRoIg4OrqmvdCFyCiKHLs2DG6dOmSrX7Kz/bUqVNxc3Nj//79eSaPn58f8fHxeTJeUSU+Pp7o6GjKlSun9n79+vW5ffs2v//+O/r6+ixbtoxly5apTWHPSc2TvHh/bW1tJSUlNVFRUTg7O7N//37OnDnDtm3bmDlzJjt37sz1nOq4e/cuderUybRdixYt2LNnD1paWjRp0oRHjx6l2/bNmzfMnTtXGh9gxYoVeSNwMaFEKjCnT59m27ZthS0GkPEhflpaWvTr14/169czZcoUfvjhB0JDQwkLC1Pp26ZNGyZOnAikKCq1a9fG2dkZXV1daSwTExP69/8fe+cdFsX1NeB3qAqIYm9RMViwomKLjYglGpNABDUxivWnJlawoAQLIjYUGzZsKRoLRrFhL2DXgGBsCHZjRSkKSpvvD9z5WHfpS5N5n8dHmLn3zll2Z/bcU+0YNmwYtra2aGlpIYpitupp3Lx5k0aNGlG3bl1u3boFpMbhXLt2LduvWyZnlC5dWrI2bN++nfHjx6Ojo1MkTf1Lly7F2dmZqVOn0qNHjxwHKVevXp0ZM2Zk2lU7q/z++++cPHkSR0dHpayR/v37ExAQoJFrFAYOHjzI119/ne55c3Nzrl+/zsuXLxk9ejT9+vWjZs2aBAYGSmOuXLkCwPz587OrCrftAAAgAElEQVRVo+jx48d06dIlV/V8kpKSMDc3Z/PmzYwdO1YppsTLy4upU6cydepUTp06xcuXL7G3t+f27dts2rRJigm8du2aRjLa/Pz8pAD9jNDX12fx4sXS81pLK/2v4GPHjpGYmEhAQACHDx9m8ODBJCYm5vu9fuzYMZycnFi7dm2+XjcrFEsF5vr163lWlj07vHv3jm7duimlyyp49uwZFStWxMjIiMWLF7NkyRJq1arFoEGD2Lx5M7GxsRgaGgJgZ2dHxYoVpbldu3alQ4cOKlkFLVu2ZP369VL6bvXq1TOMsfmYCxcu0KpVK77//nupSueGDRtYuXKlytiQkBD27t2b4XrFIZYmOjoaIyMjja5pbGzM8+fPiY+Px8DAgG7dunH48GGNXiOviYmJISYmhnnz5jFv3rxsW1/UYWpqmu6OVqH0Z0Wua9eu8fPPP7N06VL27NnDrVu3ePXqFc2bN8ff3z/XcmaVwMDAPLUCXbhwgTZt2qR7vkSJEly6dIkWLVoAqS4le3t76bN29epVRowYAaQWH9y/f3+Wr71x40bGjh2bq79nSEgIzZs3Z86cOSxcuFDqI3bo0CEqVapEtWrVEASB6dOnS8/CZs2ace7cOclaFxgYmKN7JygoiLFjx+Lp6UlISAivXr2iTJkyWZprbGwsxRyZmJjw6tUrnjx5wpo1a1Ren5ubG/7+/ty/f59KlSphb2/Pjh07VNYMCwvLs0354cOH8fT0JDIyklevXknHC8PzO1MFRhCEZEEQrqT55/zh+ElBEG6lOe6bZs5PgiCECoJwTRCEEEEQ1gmCoPLuCoJQVhCEI4Ig3P7wv8mH41aCIESnWXt6mjkTPqz7ryAIfwmCUOLjdTMjISEBIyOjfDcRx8fHK+04NmzYgLe3N5s2bSIiIkJpbGhoqBQPkLYeR40aNXj06BFnz57NMBC0ffv26OhknCXfuHHjbBUEi4iIwNTUFGNjYxITE7l//z7R0dG0atVKqUCTr68vR44c4cyZM+mudfbsWQYPHqxUrO3cuXNSE8HCwNWrVwkPD8/x/Pj4eP744w/s7e01KBUMGjSIcePG0bhxYyDVrXTp0iWNXiOv8PT05PHjx2zevJkff/xRo2v369dPcrHGxsYSGhoKwMWLFxk6dGim8ydOnMiUKVOkLzttbW1cXV3x8fHh2LFjWFtbU6pUqWy7XrNCXFwcr1+/5vXr1wwfPpxp06axZcsWVq1apfFrwf9bbzOyAECq5bZHjx7S71paWtKcHTt2YGNjQ3R0NFpaWpQqVSpL7mVRFImLi6N3796cPn06W3JHR0dLCQlnzpyhXbt2QOozMjExET8/P27cuKGUyZY2i83Ozo7Zs2dTrVo1oqOjefz4cabPyY9JSUlh06ZNeHl50b9/f27cuMHEiROztYaC5s2bExQUxOLFi7l//77KZ0tXVxdtbW3pGdKkSRNCQkJU1vHx8ZE+75rg/PnzvH//XtpIC4JA//792bJlC5D6HiqU14IkKxaYeFEULdL8m5fmXP80x+0ABEH4CpgA9BBFsSHQHDgLqCt64QwcE0WxDnDsw+8KAtOs7fZh7WrAWMBSFMVGgDbQL3svOZWGDRtKbpD8IDY2lkGDBin56R8/fkzdunWZM2cOW7du5dChQ8TGxuLq6spff/2VbqXW1q1b4+npSatWrXIlU8OGDbl27RopKSk8fPgww7Fv3rxBV1dXehBMmDCB8ePHM2HCBDp27Mi5c+eAVFNqUlISEydOpFSpUsTHx6tdb9euXWzatIm4uDicnZ2Ji4tj8eLFHDlyJFevSRRFjSmmfn5+LF26NEdm7nfv3jF8+HDi4+MxNTXViDwKKlWqxF9//cUPP/wAZP4lVBCkpKSo7NBSUlJ49uwZc+fOJSIigs8//1yj1yxdujQ2NjZMnTqViRMn4ufnx7lz59i2bRuWlpZKVteEhASlgM7Hjx9TvXp1Vq1apRQToqOjQ6tWraSSBJ07d+bYsWMalRtgxYoVTJ48GScnJzw8PJg1axbe3t55ptCHh4dTt27dTMetWbNGxYKoq6tLQkICgiBgaWnJyZMnKVOmDPXq1eP27dtq15k5c6ZU2TcoKIgWLVogCIK0VlaZOXMmzs7OiKLI8+fPlSzPU6ZM4eXLl4wbNy7d+bq6ulSsWJGGDRtKsTMGBga8ffs2S9d/9+4d7u7uDBo0CG1tbapUqUK/fv2U5MgOlpaW/Pnnn5iZmfHNN99w8uRJIPV5W6pUKQDc3d1p27atNKdy5cpKn+V3795RunRpqlWrxtOnT3MkR1ru37+Pj48Pv//+O9u2baNfv9Sv2Bo1akgW+ytXrkiZkQVJXjz5XICJoig+BhBFMVkUxQ2iKKrTFr4DFJV9fgNssrC+DlBSEAQdwAD4LzvCvXnzBkNDQxo0aJBvsRspKSm4uLiwYsUKySoRFRUlFewqUaIELi4unDp1iilTpjBixAg2bNigUtBLga2tLdu2bVOKcckJZcqUITo6muPHj+Pk5JTh2FWrVtG/f3/pdxMTE3bt2kX58uWpVasWd+/eBVItK3379gVSM2bUVZ7cv38/rVq1Qltbm4EDBzJq1CgmTJjAnDlzpGC1nLJr1y6NZUm9f/+ePn36sHnzZi5cuMCUKVOynPGzceNGZs6cmW9VTXV0dApV0GlAQADTpk1TOnbt2jVatGjBpEmT6NOnT55c94svvmDu3LmsWbMGFxcXPD09sbS05Ouvv+bQoUNAqrIyduxYvLy8JAvH33//LT2oP6ZPnz7Mnj0bLS0tWrVqJSnrOSEmJkYl4DUxMZGoqCiWLVvGmjVrqFChArq6umhpaWFgYJDuJiA3XLx4MUsbIHVxSfXr15fuUwsLCzw8POjZsyeNGzdWawV48OABt2/fllxMBw8epHv37kCqRWTixImMHDky3VpVK1euxMvLi5cvX1K1alW++eYbtfFOpUuXZujQoVmKpWrYsCGXLl1CT0+P1q1bc/HixUznvHnzBicnJ2xtbaU6L7nF0NAQb29vBg8eTKtWrSRL6rVr12jYsKHaOY0aNVKynIeEhGBhYUG/fv3w8fGhd+/eucpW2rFjBwsXLiQyMpJr165RrVo16dxnn33GgwcPOHz4MN26dcvxNTRFVhSYkh+5kPqmObc5zXFF29iGQFYr9FQSRfHJh5+fomylafvB/eQvCEJDgA9KkSfwAHgCRIuimKkDMyEhAT8/P+kNadSoEWZmZunuFjSNv78/NjY2VKhQgXr16nHv3j0OHjyo8gFwd3fHwcGB6tWrZ7qmpjoEJyQksG/fPqytrdPts7Nz504+++wzqbz7xwiCgCiKvHz5krJly0oPkLZt26qYiJcvX87z58+V3Co1a9ZkzZo11K1bN8cdXFevXs2iRYs4fvw4SUlJGaZXKoiLi0vX8pSSkoIgCHTo0AFRFLl58yZDhgxhz549WZLn0aNH+Vp8LrvuwLwmLCyMN2/eKPnMFSb/mjVr5tp6mBW0tLSYNWsWffr0oVGjRtKGZf369cybN4/p06eTkJDA3bt3efr0qZSqntmaFStWzHCnK4qiZGr/GFdXVxwdHUlOTmbZsmXcunWL4OBg2rRpQ8mSJVWy08zNzXOt1KsjLCyMevXq5Whus2bN2LVrF5UrV6ZChQr4+/tTv359peD+tGzfvp3ly5dLSsLbt28lq07jxo2ZMWMGq1at4sqVK5w9e1ZpblRUFNHR0ZQrV46JEyfSt29fvvrqK1avXp0ry+Znn33G6tWrsbW1lTL7Nm7cyIYNG9SOj4iIwNnZGVdXV8l1qykMDQ3R09NDW1tbev4pLH7qaNKkiZKiqFBGq1SpgpaWFj///HOuAm5fvXpF2bJlcXZ2xtvbW+lcv379WLBgAdHR0elusPOTnLiQtqU5l9aFpLLVFASh8QflJuIjxUcFMdVOr7DVBwE1RVFsCiwHdn9Yz4RUq40pUBUwFAThJ3XrCYLwP0EQLguCcPnevXvo6emxadMmQkNDady4MXp6etlKB05OTqZfv36sWLEiy3MUBAYG8uWXXwKpAbaHDx/mypUrKjUvtLS0aN26dbbXzw22trY4ODhga2urElAXEBDA1KlTefPmTbq7UwVt27Zl4MCBDB48WDqWNmMGUkuWx8XFKY35mIx2nCkpKSxYsEBt8adHjx7Ru3dvacetzk/8Mdu3b8fZ2Vlt07pbt25JaZEDBgzAwcFBMpHHx8ezcOFC/v77b7XupdevX2c5oE9TWFtb4+/vnyXFLT/477//+OGHH5R2tmnrEuUXjRo1QltbW/pySEhIICkpSXp/hg4dyoIFC9DW1s7ymn369MmwQaqPjw979+5Vcf+EhoZiYWHBoEGDsLGxoX79+mzdupUzZ86kG8/28W5bU4iimGPXo5mZGffu3ZMsBIrNlK6uLrGxsSr3RFRUFGXLlqVs2bKcPXuW2rVrK50vV64cgiAwduxY/v77b6Vz27dvx87OjoEDB7J+/Xpq1KiBvr4+Pj4+/PST2kd/lhAEgaFDh9KoUSOMjIy4cOEChoaGpKSkKNVZUrB27Vo8PT2zpOTmBkXxwIzulSpVqvDkyRPp9//++09yYbm4uGBtba20ccgOt27dUnGhpqVs2bIMHDiw0LSdyAsX0jVS414QRfGqKIoWgD9QUs3YZ4IgVAH48P/zD/NiRFF88+HnA4CuIAjlgS7AXVEUX4iimAj8Dai980VRXCuKoqUoipZmZmb06NGDZ8+eERYWJn0w4uPjcXV1JTg4GEDpQ6Fg5cqVbN26laCgIKnSbdoviZiYGGbNmpXuHyMpKYkSJUpIVolatWoREREhRcgXNK1bt6ZZs2ZUrFhR6YEbFRWFv78/Hh4eODg4ZLrO119/zcyZM1V8wS1atGDy5MkcOXKEJUuWMHr06AzXqVevXrqWIC8vL1q1asXq1atZsmSJ9D68fPmScuXKUatWLUqUKEG9evWyFHx78+ZNxo0bx4EDB4DUqqQHDhxAFEUuXLigVpls3rw5AwcOpG/fvhgaGuLh4aEyxt/fn549e2Z6fU1SunRpXr9+Tc+ePVUCwgsCURRp3ry5dG+9e/cOfX39ApVJV1cXf39/pYwnIyMjXF1dldyjmZFR9t6NGzeIjY1l7ty5+Pr6EhsbS0xMDACbN2+mf//+WFhY4OvrS7du3dDX1+fy5cuUL19e7Xq1a9fOk/czt88eb29vKYA2LV27dsXLy0uK0UhKSpKUQ3t7e+bPn5+u4iEIAlZWVixdupT79++TkpLCrVu3JMtvWiVTT08v15+ntG5zV1dX7O3tcXBwYOfOnUrjoqOjMTExybXLPis0a9aM4OBgyQKsjrQtCV68eIGJiUmGa2a1geSTJ09YvXp1hjFEkFrLpjBYXyBvFJi5gKcgCGn9IOqUF4A9gOLb0QHwAxAEobLw4d0TBKHVBzkjSXUdtREEweDDeWsg0/7kip2G4o1RfDAWLlyIm5sbvr6+iKLIyJEj2bRpkzTv+vXrJCYmEhwczMmTJ7GysqJnz56SpUIURWbNmkVcXJxSQOCdO3ekXciNGzdo0KCBkjzz589nzJgxmYmd72hra3P//n22b9/Or7/+iqOjY7YedOrcAvb29sybNw9RFPnpp5+k1O/0MDc358aNG8THxyv9TZcuXUqDBg2wsrJi+vTpNGvWTNoFnz59Wqmzc+3atVXSaT+OD7l37x7Vq1enZcuWkpXA29ub58+fs3fvXiIiIlR2ipDqs9++fTs1atSge/fu1KlTRwq8U3Dt2jWV9zw/cHV1xc/Pj/Xr1+f7tdVhaGhIXFwc8fHxzJw5M8OaI/mBvb09gYGBKl+8VatWzbY7JW3cV1r+/PNPxowZQ61atbh//z6TJk1i/vz5TJw4kWbNmqGnpwcgffk6OzuzdOnSdK+jra0tBUOnrb+SG+Li4jAwMMjVGgYGBmqtVt26daNLly5SYoKXl5cU7Glqaoqfn1+GikCvXr3o1q2b9HdUxNPlNc2bN5eCio2NjXn48CHTpk3D29ub/fv359tnt1OnTmzYsIGqVatmOM7Y2JioqCg2bNigViHU0dEhMTGRFy9eMHDgwCzF7i1btgx3d/dsZ2UVJDmJgUmbhZQ2BuYoSBaTZYC/IAjXBUE4CyQDh9SsPQ/oKgjCbVKtK4q17YB/BUEI+bBWPzGVC4AvqS6mqx/kz7Kzr1q1aixcuFDpmCAI6OnpcebMGQYNGsTNmzcRRZEDBw7g6enJzz//TMeOHdHT08PExIQOHToQGBjI+/fvmTJlCjY2NrRr107y/f7zzz8sXbqU+fPnA1kPlisMODo6sm3bNurUqcP8+fOpUKGCRtbV0tKiW7duNGvWLNOxitgkHx8fpk2bhiiKBAcHY2xsrJTO2alTJ0nxUMQ1KfjYDXXq1Cm+/fZbpV3zb7/9xoABAxAEgUqVKrF161YqVKiAg4MDAQEBREVFZbgDUmBvb4+fnx+nTp0iPj6e+Ph49PT0CsS6Vrp0aUqUKCEVKYyMjMxVobCckpycLL3+qlWrMmrUKEaPHo2lpWW+y5IWc3NzPD09NZK11bt3b7Zu3ar0OYuNjaVEiRKSkuLi4oKrqytz5szB2dk5XTdsetYXBYaGhty7dw9HR0eNxMPcvXtX45lxCgRBoEmTJixYsIDatWvTtWtXpQyarGBubo6Liwve3t4F8uwcNWoUffv2ZciQIVSoUIG7d+8qPV/yEiMjI1q0aJFphk+nTp3w8vJCV1dXrbKj2MRt376dDRs2KG3M1fHu3TtKlCiR6QazsJGpqiWKolrnsCiKVhnM+Y3/zy7KaO1IUq0oHx9fAagNNhFFcQYwI7O1s4OdnR3r1q1jzpw5JCcn4+npiSAIrF+/HkEQlLRvQRBo06YNP/zwAwsWLMDMzIywsDAuXryIpaUlu3fvZsmSJcydO5dXr14RHh7OkCFDNClunlG6dGkmT55coDLo6elx7949TExM6NixI5cvX+bQoUOMHz9eZWz9+vWJiIjg/fv36ZqTX758ib+/P9u3b8fT0xM3NzcOHz7MZ599JplBR48ezdq1axk9ejSCIODp6Znl+ChBEHBzc+Po0aPMnj2bWrVq5VmGTVYxNTXl3r17uLu7U6FCBSl7xsYmK0l+OUMR+AepsU4KN+2oUaMYOXJkoXCXapLy5ctTo0YN3Nzc6Nq1K507dyYoKEgplqVUqVJSKmxmSkpGdOzYEUdHR7Zs2YKfn1+WStZnRF4qMGkpKhu3jylTpgxHjhzB0NCwQLrAjxw5MtMxLVq0ICgoKN1aLPXr1+fGjRv8999/tG7dml27dpGQkCAp1x9z9OhRrK1VvooLPYWvgEQB0LBhQ7y8vDAwMMDGxobOnTszYcKEdB+6tra2rFy5Uvpwf+yyEAQBBwcHPDw8MDIy+uQe3nnNsmXLmD17Nj179mTXrl3ExsaqrWb7zTffpNsMTWF5+P333xk/frxU/fLKlSscPXpUSanU0dHh559/VtqZZ7VXEaR+Udna2tK7d2+ioqIwNzfP8ty8oFOnTkydOpWOHTvi5OTEuHHjpJLvmmDUqFFSXAekBnsPGjRIyoy4ffu2Uo2RT/Xz379/fzw8PDh69CiQWt8kK1bG7PLFF1+wc+dO6tSpo5GmlXfu3MkXBaYoU9gtETo6OowaNSpda6KFhQUBAQGSu27AgAFMmjQp3c/PiRMnMiyMWliRFZiP0NHRoUWLFplmJaSNRlf4GxU1ZiDVXWVtbZ2rSPniiqGhISVLlpT+luqsL5D6HoiiqLazc/ny5Xn69CnPnj2T3qsRI0Zw/PjxPKvNoghYLmjMzMxYv349AwcOpEKFClSqVCnH6ekfExkZSUpKCps3bwZSM6527drF7t27Wb9+PaIocvv27XRT7j81BEHA0NCQmJgYXr9+rbHyBh9fQ6EEasI9GBkZmW4DR5lPAx0dHfT09Gjfvj2QukmfPn06c+bMURmryI4rjAUxM6PoSVyIuXz5stQ3BKBHjx7UrFmzACUq+nh4eFClSpV0z48fPx4rKyuV49bW1nh4eCj1eilVqhSOjo4ai+0pzBgaGqpYPjQRD7N3716cnJy4d+8eAAsWLGD69OloaWnRs2dPjhw5wrNnz6hUSV3h7U+T77//Hl9f33zp0l6rVi3u3bvHwIEDs1R8LT0+VauYzP8za9YspWdjuXLl6Nixo5R1qWDPnj3Y2trms3SaQVZgNISJiQn79u0rkma4T5EGDRoQGBhY4JkvhYXPPvuMR48e5XqdO3fuUKdOHerVq8f69eupW7eulMbZtWtXjh07RlxcXLH6gjQ3N2f79u0a7+2kjmbNmuHk5MTYsWOlysIFEagtU/jR19dXuQ+/+eYbjhw5InW0FkWRN2/eaLzhbH4hKzAaolmzZty4caPQ+06LC4IgcPTo0XSD1oobderUyVVjyrQIgoCtrS2PHz9m0KBB0nEtLS1atGiRb6mvhYk9e/ZovEKrOho0aIC9vT3du3dHFEVcXFwYPnx4lvu6ycqOzJgxY3B1deWXX35h1apVdOnSpaBFyjGyAqMhmjVrVmTNcJ8qsp////n88881psBAqsVx+vTpKju8Pn36FHi6dEGQX4qyvr6+1MTz119/xc7OjtWrV7N3716Vsu/qePnyZbFwocqkT+3atVm4cCGLFy/mwYMHRTL7SIGswGiIMmXKMGzYsIIWQ0ZGLdWqVUu3emxWSduAVKbg0dbWplmzZujo6DBx4kRevnypti1GWvIrhVqm8KOvr8+8efOKtLtXVmBkZIoBiuyV3JBRh1yZgqd9+/ZSt/v0CA8PV1thWkamKCIrMDIyMllCVmAKN+3bt5faDYSFhXH+/HmVMbdu3VKq0SMjU5SRFRgZmWJCmTJluHnzJh4eHjx8+DDb8x89ekT16tUzHyhTIOjr65OQkIAoiqxYsYLt27erdHZPTk7OVudtGZnCjKzAyMgUEwYNGsSQIUP44YcfWLduXbbni6JYpP3lxYGqVauyZcsWOnXqxLBhw/jrr7+kc/Hx8fnSUVlGJr+QFRgZmWKCiYkJp06dwtTUFGNjY1avXs3ly5ezNFcURTkFtwhgZ2fHmzdv+Pbbb2nQoAHXr1+X3rc//viD7777roAllJHRHLICIyNTjFD0eHJycqJnz574+vpmad7Vq1fzrSOvTM6pVKkSI0aMkN7nr776ii1btnD9+nWeP3+eL7VqZGTyC1mBkZEpptSoUYMSJUpkqQT+gQMH6NmzZz5IJaNJunTpgo6ODocOHWLq1KkFLY6MjEbRKWgBZGRkCo7mzZtz5coVWrZsme4YURR5/fo1xsbG+SiZjKYojpWRZYoHsgVGRqYY83Fzt+TkZEaMGMHdu3elYydPnqRTp04FIZ6MjIxMusgKjIxMMaZMmTKULFmSJUuWEB8fz4IFC+jTpw9+fn7SmOPHj9O9e/cClFJGRkZGFVmBkZEp5kyaNAlbW1umTZtGq1atsLa25vnz59J5URTl2iEyMjLZJSWvLyDHwMjIFHMEQaBmzZp4eXlJx/T19UlMTOTZs2dUq1atAKWTkZEpouS5gURWYGRkZFSoX78+t27d4sqVK1hZWRW0ODIyMjIqyC4kGRkZFSwsLLhy5Qo3b96kfv36BS2OjIyMjAqyAiMjUwSIjIzE2dk536rhmpmZcf36dQC5fYCMjEyhRFZgZGSKAMHBwSQnJ3Py5Ml8uZ62tjYtWrSgQ4cO+XI9GRkZmewiKzAyMkWAkJAQRowYwb///ptv1+zdu3eBpU8fPHiQuXPncvPmzQK5voyMTOFHVmBkZAoBy5cvZ/r06cycOZOUFNXsw+joaMzMzHj58mUBSJf/BAYGMm7cONauXaviNrtz547cWDKPuXXrVkGLICOTKbICIyNTwJw6dYqKFSvi5ubG119/zapVq4iMjFQao06p+VSJioqiTJkyGBgYYGVlRWBgIKIosmzZMiZPnsyiRYsIDAzk3bt3bNy4UeVvJZM7Hj16xNChQwkJCSloUWRkMkRWYGRkCpg9e/bQp08fAFq2bEnZsmVxcnIiKioKgMePH1O5cmUgtajcp259OHHiBF9++SUAPXv25NChQ+zZs4d69erh4eHB0qVLOXDgAJs3b6Z69eosW7asgCX+tAgICGD27NmcPn26oEWRkckQWYH5xPH19ZUfRIWUhIQE5s2bR7t27ZQyfX744QfmzZvH2rVrgdR4EEUn6OrVq/Po0SNp7OvXr/NX6HwgJCQECwsLAHR0dNDV1eXy5ct0794dHR0ddHR0aNOmDadPn6Zr1660aNECFxcX3rx5U8CSfxrcuHGDjh078uLFi4IWRUYmQ2QF5hMnJCSEHTt2FCsXRGHk+vXrKu+Bm5sbvXv35vvvv1cZX7lyZV69ekVKSgpXr16ldu3aALRp04Zz584BqanVPXv2JCIiIu9fQD6SnJyMjs7/19icPHkys2bNUhpjY2PDhg0bAPj2228ZN24cHh4e+Srnp0hkZCTa2tpoa2t/8pa+vGbt2rWyUp3HyArMJ44gCLRt25Zr164VtCjFmlmzZrFz507p9ydPnlC+fHnq1KmT7hwLCwuGDh3KDz/8IB1r2LCh9F5u2LCBLVu2sGXLlrwTPJ9JSEhAV1dX6ZiBgQFaWqqPqrRWq4oVK2JsbJxuPIz8ZZw5UVFRTJ8+ndGjRxe0KNnm9u3bSgHuiYmJjBs3junTp0vHFHWN8oOTJ09y//599uzZA8Aff/yBi4tLvl2/uCArMJ8wT548oXLlylhZWeVb/RAZVW7cuEGPHj04d+6cZIXZsWMH9vb2Gc7r27cvK1eupHXr1tIxbW1tEhMTgdQvHFNTUxISEnj37l3evYB84vXr18ycOZN+/frlaP7gwYNZuHAhoijy8OFDxowZw4EDB5g3bx5OTk4aljbvuHLlCpBqDckvxev48eO4ubkxe/Zsypcvny/X1ATnz58nPACxJKAAACAASURBVDycefPm8ddff0nHPTw8GDNmDE2bNiUwMJD4+Hj+97//ERgYyKZNmzh06BAA//77L4cPH9a4XMeOHWPWrFmEhoYCcPPmTapUqcKzZ880fq3ijKzAfMJcuXKF5s2bU7lyZZ48eaKRNR8+fCg9YGWyxunTp7G2tqZ37974+voCqYG5mTVJFASBkiVLqhz//PPPCQ0NRV9fHwA7Oztp3aJKcnIyzs7OODg4ULdu3RytUalSJb777jsmTZqEh4cHc+fO5ejRo3Tq1AljY2Pev3+fpXVWrVrFxIkT2bVrV47kyA3Xr1/H29ubadOmMX78eJYuXZrn1/zvv/8ICAhg0aJFlC1bVuV8SkoKYWFhQOGKuRJFkY0bN7Jjxw68vb3577//APDy8sLS0hIzMzNsbW3ZtWsXv/32GytXrsTX15fQ0FAOHjyIKIoEBgZqXIERRZGUlBR0dHQoW7YsT58+RUdHh+bNmxMcHKzRaxV3ZAWmCBMZGcmAAQOIjIwkKSkJb29vpfM3btyQ+tgYGRkRGxsLpN5gixYtynZRtJSUFNzd3fnzzz818wKKCQplpV27dly8eJFLly5l6DrKDHt7e2bMmEH//v0BaNq0ab6ax/OCzZs3M3ToUOrVq5erddq2bcusWbOYOnUqRkZGLF68mLZt2ypZIUVRJDg4WMVqFRwcjIuLC1WrVsXT05Nbt27lWz2UiIgIduzYwfLly1m+fDkjRozAy8srX1LEN2zYwLhx41RaRpQqVYqYmBgCAwPx8PBg6tSpDBgwQHqOJCYmMm/ePAD+/PPPbG1skpOTmTFjBklJSdmS1c3NTVICwsLCaNeuHVOnTqVEiRI0btwYR0dH6tevz9dffw2AlpYWPXr0QEdHhyZNmjB9+nSGDRuGmZkZz54948mTJ9JGILfs2LGDiRMnMn/+fHr16gWkFoPs27cvffr0oUmTJvLmT8PICkwhJikpiXXr1qV7Pjg4GGtra3bv3s2RI0c4duwYDx48kM5HR0dTpkwZAL7++mtpR3n69Glq1KjB7t27syVPSEgIXbt2pUGDBpLys3//fnx8fLL70ggODmbEiBHFIjYhJSVFiuGYNGkSJ06ckNKmc4KxsTG7du3i888/l44ZGhoWuYDBlJQUtm7dysyZM4mIiKBVq1YaWdfQ0JAaNWooHWvbti0XL14E4MyZM+zbt49ff/1V6fO3ZcsWpk6dynfffQeAo6OjlAkGEB4enmfB8Bs2bMDAwIBff/2VEiVKULNmTcqXL0/58uXztHhhfHw879+/x8TEROWcmZkZt2/f5ujRo/j4+DB37lw8PT3ZsWMHAD4+Pkoukj/++CPL1z106BBVqlTB09MTIENFTRRF3r59y7t370hKSuL3338HwN/fnx49ekjjfvzxR3r06KF0DKBr164MGzYMgHLlytGgQQOaNGnC1atXAahSpQpPnz7NsuzpERwcjLu7O59//jlt27YFUq2l69ato2HDhhgZGSndo2vWrCkWz7+8RFZgCjE7duzgwIEDvH37Vu35kJAQbGxsuHv3LidOnOC3335j/vz5eHp6kpKSonRzNG3alNu3bxMeHs6uXbuwtbXNskldwdGjR+nSpQs//fQT69atIyoqilOnThEeHi7FZUDqF9PixYvx9/dXu44oivz222/07t2bHTt2SHJ+LHNBs3//fvz8/DS6ZqVKlZg8eTLGxsYaXbdnz57s27dPo2vmNXPmzKFWrVpMmzaNGTNm5Om19PX1SUhIAODAgQNMnToVe3t7VqxYAaQGgdarVw8jIyNpjp6eHk2aNCEkJISUlBTc3Nw0Kufz5895//49b968oWTJknz99dcqbsWmTZvmaUG57du3p6tMN2vWjKCgIJKTk6XA6vr163Pv3j0Anj17RqtWrXj16hVaWlqUKVNG+ht/zPLly5WeEQEBAYwYMYKSJUsyefJkJk2alK51Ytq0aYwZM4bNmzfzzTff0LRpU27dusWLFy+oUKGC0tiuXbtm6XU3atSIwMBASpYsSdu2baXMvpzy6tUrTExMKFGihEps28fW1uTkZG7dusW2bdvytTXIp0imCowgCMmCIFxJ88/5w/GTgiDcSnPcN82cnwRBCBUE4ZogCCGCIKwTBKGMmrXLCoJwRBCE2x/+N/lw3EoQhOg0a09PM2ecIAj/flh7vGb+DIWTq1evSi6bd+/eMXz4cNavXy+dV1hYoqKiqFu3LqVKlcLLy4uGDRty8OBBlfWmT5/Ohg0b6N27Nzo6OgiCkOUdZUpKCs+fP6dMmTLo6enx008/4eDgwJQpU7C2tubs2bNAqnIyY8YMrK2tOXPmjMo6Dx8+xMnJiX79+tGtWzf++ecfhg4dytKlS7G3t5d2yYWBS5cuERgYKJnMc0JCQgJ6enoalEo9FhYWBAUF5fl1covibxkTE4MgCLRp0wY9PT21WUaaRldXl5cvX2JgYICOjg6tW7cmNjaWFy9e4Ofnh62trcqcH374ga1bt3L+/Hns7OzQ09PTiKUrIiKCSZMmsWPHDs6ePZtu08y8VmD+/fdfGjdurPZcjRo1OHjwII0aNUp3foMGDQgNDUVbW5v69eurdbm9ePGCQ4cOcfToUQDevXtHyZIlEQSBcePGsWDBAtatW8fGjRtV7rW3b99SqlQpxowZQ2xsLC1btuTbb7/Fy8srV5sAExMTdu/ejYODA02aNCE0NJTdu3fj5uaWqVvr3LlzktIVFxcHwL59+yS3UUa0atWKy5cvs2nTJrZu3crevXtz/BpksmaBiRdF0SLNv3lpzvVPc9wOQBCEr4AJQA9RFBsCzYGzQCU1azsDx0RRrAMc+/C7gsA0a7t9WLsRMBxoBTQFegmCYJa9l1w0UASBNWjQgMePHzNmzBimTJlCeHi4dIMplI9ffvmFQYMGAam7xq+++op9+/ZhZ2entKauri4eHh60a9cOSDVv3rlzJ0vy7N+/X8k0a2lpiZ+fH+XKleOLL76QFJhdu3ZhZWVF06ZN0dfXV7HyrF69mpkzZ9KmTRsA5s+fz4YNG7CxsWHBggW53glpkuTkZMaMGcPKlSvZvHkzc+bMUdpFZoWTJ09K5uS8RBAEunTpgoODA9HR0Xl+vZwycOBA9u/fz7Zt2+jbt2++Xvv777/Hzs5O6bpDhw5l7dq1vHr1inLlyqnM0dPTo0qVKmzatIlu3brx/fff8/fff+dYhu3bt+Pi4oK7uztr167l6tWrXLhwQSnTLC0mJiaSeyU5OTnH11VHaGgoTZs2Tfe8IAhER0djbW2tdLxUqVK8fv0aLS0tGjRogI+PD/Xr16dx48aSWyYtf/31F6tXryYwMBBIvScUlZYVaGlpMW3aNJYvX650/Pjx43Tu3JlmzZoxfnzqfrVs2bJMmTKFgQMH5uh1p5WratWq6OrqcvPmTV69ekWvXr0kF5U6nj59yt69e5k/fz6Ojo5MnTqVhIQEpXjDjOjcuTMrV67ks88+o2LFisTHx+fqNRR38mLb4wJMFEXxMYAoismiKG4QRVFdNNx3wG8ffv4NsMlkbXPggiiKcaIoJgGnANUqYJkQHByc7fiP/CYsLEwKaJwxYwarVq3CzMyMXr16sWfPHu7fv0/16tUBMDc3Vyr8JQgCK1eupEmTJhleI21NkYxITk7m2LFjKg8dBUZGRpKb68KFC3Tu3BmA5s2bK1kFEhIS0NbWVrtzqlmzJp9//nmOgxYPHz7M5cuXOXr0qORXzw2iKCIIAjVr1qR+/fpUqVKFNm3acOLEiSzN37x5M6NHj+bPP//Eysoq1/JkhW7dujFv3jzWrFmTL9fLLsnJyTRt2pRTp05x48aNXAUy54RGjRrx+++/K123UqVKVK9enSpVqqQ775dffmH16tWUKFEiy/eMOkRRJCgoCHd3d1asWIG+vj7dunUjNjaWEiVKpDtPW1ub6OhoOnToQExMTI6urY6DBw9majVYsmQJlSop7z2bNGnCnj17MDU1pVq1anz//ffY29tLMTMf8+zZM6pXry6VAAgICOCLL75QGae4Tnh4uHTs/PnztGzZUmWsqalphu9ZVmjYsKH088KFCxkyZAjNmzdX2wH97NmzzJ07F3d3d6ZOnYogCFSpUoXx48czZcoUzM3NVYKg1WFkZMSmTZv4+eefATKc8/LlS7y8vKTf5VIYqmRFgSn5kQsp7bZpc5rjCz8cawhk1ZZdSRRFRX7vU5StNG0/uJ/8BUFQfNL+BToIglBOEAQDoCfwWRavJXHq1ClOnTqV3WkaJy4ujl69eimZiEVRxN/fn5UrV0pBjdra2pKC8sUXXxAQEICvr2+WTJYZYW5uzo0bNzId9/fff9O3b98MbzYTExMuXLhA+fLlpXHt2rXjyJEj0pgjR47QrVu3HMmanJzMmjVrcHJywtnZWcWsfurUKYKCgti/fz+vXr3KdV2Uu3fvYmpqCsB3331H586d6dixI6dPn+bGjRuMGTOGhw8fqp2blJREaGgoS5cuZdSoUWhra+dKluxQpUoVXr9+jSiKrF27lqioKB4/fiylmOYXb9++VWp5AKldpGvXrs2QIUNy/DnILR8H9wI4ODgwZsyYdOdoa2srubiqVavG48eP0x2flJTEN998oxLPdebMGdq3b48gCBgaGgJgbW3NggULMpS5TZs2DBkyhOnTp6t1DeeUtEH+6aHOfdSqVSu2b98ufWn37t0bLS0tdHR0ePPmjZIL5t27d1KWT7t27fD395dceOpQuNXmzp1LXFwcenp6+XL/KDaDkGpdvnTpkhTPk5ycjK+vLz/++CPTpk2jVKlS0lhTU1O8vLyyZQ1K+xwtV64ckZGRvH37lrlz5yqN27NnDyEhIbx48YKwsDAWLlwoKzEfkRMX0rY059K6kCZ9PFEQhMYflJuIjxQfFcTUu11xxwcBNUVRbAosB3Z/GHMDmA8cBg4CVwC1dlVBEP4nCMJlQRAuf9zTIzIyEkNDQ42bZLPL6tWr8fb2lkySUVFRHDt2jKdPnzJmzBjMzFS9Y4IgMGrUKMqVK6d00+UEQ0ND4uLiiImJ4dixY2rHiKLI+fPnM3WDDB8+HBcXF2lnAVCmTBkMDQ2ZPn06MTExnDlzRu3OKy1prTkKkpOTmTRpEq1bt2bRokXMnTuXLVu2SLVtkpKS0NHR4X//+x9eXl507NiRf/75J9PXf+HCBYYMGaLWLRQUFETz5s2Vjunq6mJkZMSaNWuYO3duujU6duzYgZ2dHdra2vniPvqYpk2b4uLiQmJiIiNHjsTb25vt27fnqwynT59m+PDhSvWHrl69SuPGjalfvz5fffVVvsqjSb777rsMYxd27tyJhYUFp0+f5t27d9Jzxt/fP0evu3v37mzatInu3btLivu1a9fSDZjNCtHR0TmOITExMWHv3r1YWlqqnBswYADjxo1j2rRpzJw5kxkzZvDTTz8BYGVlRVBQEEOHDk13bV1dXaZOnUrXrl2ZPHlyjosa5gYbGxtcXV2ZMGECe/bs4ezZs3Tt2pWaNWtStWpVjV5LYdFbuHAhz58/V7Kw3b59mzlz5rB161b8/Pz4/fffNarAfgqoV4NzxzVS415OiKJ4FbAQBGEFoFqRC54JglBFFMUngiBUAZ4DiKIovYuiKB4QBGGlIAjlRVF8KYriemA9gCAIHsAjNesiiuJaYC2ApaWl0lZIEAQaNWrE9evX0w1gywtWr16Nubk5nTp1AlJNhDVr1uTXX3/l+fPn0hf9xo0bM7R21KtXL9f1MhQkJiayZMkS7t27R6dOnZR2RuHh4WzatClLKb/GxsYcOXJERW5HR0ciIyNxdnamadOmmQZr1qlTh/DwcCXf/NmzZ+ncubPU4E8QBCZMmMCWLVtwdHTkypUr0jnFGqdPn5ZifdLj0KFD2Nvbc/z4cbp3786dO3fYuHEjTk5OXLt2TUqnTcvkyZOln21tbXF0dGTcuHGUL18efX19tLW1uXz5slL5//ymV69eVKxYkc6dOzNq1Ci0tLSUSqrnB4og1ePHj0v1aq5fvy41pSzK1KxZk/v376d7/p9//mHOnDmMHz+e7du3k5KSwsiRIzE0NEzX8pAR2tra0q5fcf+4u7vTv3//HFthjx07RpcuXXI0N60cH9OkSROVelQKSpQowcyZM7O0vqWlpVoFKT/Q09Nj8+bNlCtXDicnJ2JiYqRsNU2j+HslJyfTp08fAgMD+frrrxFFER0dHapVq0Z4eDgGBgaUK1dOqs2j6SzGnFAY+uvlRQzMXMBTEIS05gF1ygvAHsDhw88OgB+AIAiVhQ/fhIIgtPogZ+SH3yt++L8GqfEv2WoEExsbS6lSpWjRokW+VkWMjo7myZMn7Nq1C1EUefr0qZJvuWLFiixbtixT5UXT9O/fn9atWzN8+HClXeXr16/x9vbmf//7X7oBhh+jTm5BEChfvjwrV65kxIgRma5Rp04dwsLCuHTpkhRMd+LECZVAwsqVK/P8+XMgNVsorYyZfcFAqmUpLi6OLl26SAHIGzduZPjw4cyfP19tT56PadeuHXPmzGHt2rWMHz8ed3d3ldoUBYGRkZEUh5Qf2T3qePr0KVZWVkouyvfv32cY61GUKFeunNrq1grXo66uLhMnTmTo0KFSwK6jo2Our1u+fHn+/fdfLC0t1Wb5ZZXg4GCaNWuWa3k+VRQB3RMmTMDNzU1jxe4+pmLFinz++efY2trSsmVLLl++DKQWv1RY2G1sbJg0KdXBYWtrm+/xmw8fPmTnzp0qGWJpe7sVFDmJgUmbhZQ2BuYopFpMgGWAvyAI1wVBOEuqm+eQmrXnAV0FQbgNdPnwO4Ad8K8gCCEf1uon/r9DeacgCNeBvcAvoihGZecF//vvvzRq1IjatWvnWxdfURRxdXVlzJgxtGzZkps3b+Lv7692N5qfyguk+ri7d+9OmzZtuHTpknR83rx5uLq6qo0ZyEvMzMwIDw9n3759PHz4kIiICOLi4tSW1Dc1NeX+/fv8999/SgF9Ojo6Ku7BzZs3K8UknDx5knbt2qGrq0tCQgKRkZHo6upSo0YNevfunWkAtIKSJUsyZ84cfHx86NKlC35+firKVmFAW1s721VPc4uWlhaiKPL+/ftCVd9HEwwePJglS5aouHHSZleZmppiYWGBiYkJy5cv14jy1qpVK0aPHs3AgQOpWrUqu3fvlhoGZpeCUm6LEpkFeGuCgQMH0qJFC3R0dKR7NDQ0VHoGffnll1KLhwYNGuR71e3169dTo0YNnJyclJ4hhaHkRaafYFEUtT+KgXH+cNxKFMV6aY53STPnN1EUG4ui2EAUxS9EUfxfmmDdtGtHiqJoLYpiHVEUu4ii+OrD8RWiKDYURbGpKIptRFE8m2ZOhw/rNhVFUX3gxkc8ePAAV1dXnj9/LikwWlpaWTKB7d27V6o2qdCOs8vx48fp2bMn5cuXp1OnTpw4cYLbt2/nexZGRigCC9esWcOkSZPo2bOn2r4oeU3JkiV58uQJ79+/Z+zYsQwbNozu3burHdutWzfJbfWx4pf2C3PdunVcv35d6nkSFxeHr6+vVG68b9++2NjYMHLkSCDVfJ2TFN/27duzZs2afFdCs0Lt2rW5e/duvl1P8TcYNGgQXl5e3Lt3j1q1auXb9fOacuXKYWdnh6urq3QsJSWFqKioPL1vLCwsGD58OBUqVGDkyJHcu3ePhIQEJk+enOXEhLi4OAwMDPJMRpmco9hoXL16Nd36OyVLllRRnC9cuMC2bdvUjs8NoiiSkJBAy5YtGTFiBFu3bgVSa/tk1sstPygWKnjlypWZMGECa9as4eHDh5Jprl27dkoptx/XMDh9+jQPHjzA19eXu3fvMn369HSDXTMibfZN9erVuX79eo584XnNtGnT6Ny5MwsWLJDidAqCPn36MHbsWEqVKsX06dPTTUM2NTUlKCiI0qVLqz2vaEIXHR2Nu7u7pMC4ubnh6uoq7UAtLCz4888/qVixYp68nsKAIrZIExw9elRJQdy2bZuSeyTtuTp16tCsWTNWr15d4K41TdOyZUvMzMwkN9nVq1dVAr81TcmSJaWYIl1dXcaPH4+dnR3z589n//79WVpDsYmTKXw0bNiQ69evEx0drZTtlJY6deoo1e8SRZEtW7ZotODh1atXSUlJ4ebNm5ibmwPQokULqXLw2bNnad++vcaul1OKhQKjp6dH2bJlqVChAgkJCdLu8KuvvqJatWoEBASQmJjIqFGjpDoffn5++Pn58fPPP5OcnIy3tze//fZbthUYURTR1dVVMtcuXbqUiRMnau4FaghBEKhTp06BWxDat28vRft/+eWXGcqzcuVKnJycVI7XrVuXsLAwfvvtN37++WcEQaB169ZMmTIFCwsLKleurDS+Zs2amn0RhYz0anRklzdv3uDq6irV93n69CkRERHUqlVLSpt++vSp0t+3e/fuzJ8/X+MZHIWBH374QSpsd/78+Uyz7PIKRV2SrNRRCgkJybCAnUzB0bFjR/bv359h/N3H5S/u3LmDhYUFBgYG6badyQ47d+7E29ub06dPqxQdrFmzJnfv3iUoKEgpcaKgKBYKjIKRI0dK3VMV9OvXjwMHDnDs2DFmz57NgQMHePXqFcHBwSxcuBBBEHB0dMTGxoYKFSqgq6urlHaraMmellmzZkm7/SdPnqg8uNMr5iajOdq2bYufnx+lS5eW4md69+7NyJEjCyQ1s6BR1JvILVu3bmXt2rVSwLePjw+jRo3ixx9/ZPPmzUBqBlLaRpOfMooGfaIo8ujRo1yXNsgNlpaWWXJzP3z4kM8+y3b5LJl8oFKlSty9ezdD60bdunWVWjYEBATQoUMHunfvzoEDB6T2BjnlwoULLF++nEOHDikFEwP89NNPuLu7o6+vXyi8CMVKgVGHIAiUKlUKPz8/OnbsSJ06dXB0dFSqZ1KuXDnpA/Xll19KPT0gtYKjl5eXpNScO3cOc3Nzjh8/TkpKCsHBwYVCUy1u1K5dm02bNjF48GDpmLa2tlScrrghCIJGAmnv379P48aNSUxMJCYmhsTERExMTChfvjyvX78mOTm5WCkwkFpo7vjx4/keJP0xH1e+Tg91MWMyhYeFCxdKWYTqUNTvUhAWFsbnn3+OpaUlR44c4dtvv81Rhu3Lly8ZO3YsXbt2RVdXl5YtW6q4sUqVKsWsWbOkrKiCpuBVqELA0KFDEQQBbW1tfvzxRzp37pxuPETHjh2ZNm0a3bt3Z/HixVSpUgU7OzsiIiKoX78+Bw8eZMaMGRgZGREQEEBoaChjx47N51ckIwgCu3btUulWW5xJSkoiJSWFW7duYWZmlmmaeEZ06dKF/v37s2zZMulY586dOXXqFA8ePMj37LWC5JtvvuGrr77Ks1ohWeXjLzaZokl6MX1pUSSgxMTEYGhoKCmkI0aMwNzcnDlz5mQ7TX7x4sW4u7tL3gEbG/WdfQrSyvgxxd4CA6lBvoqaLEZGRmor4CrQ0tLC3NycYcOGYWVlxYABA6hfv77UP0MURbS0tOjevTt+fn5S1V+Z/CcrzdWKE7a2tnz33XccOnQIHx+fbM9/9OiRlHnQqVMnvLy8lCxaVlZWnDp1iqSkpFwpR0UNLS0tDh48SN26dQtalEz51NLZiytly5bl1atXbNq0SaloZosWLTAwMMh2+4XY2FgMDAyKXGiDrMDkAAcHB3799VepUmS9evUkn6RCE9bW1qZjx45SGW0ZmYKmZcuWrFixgvHjx3P37t1st9I4ffq05ErV0tJSUfT19PR48+ZNsVTYC0tNlapVq/L48WNGjRqltl/T8+fPVZozyhQ9OnTogI+PDzExMWrdtYr6VkCW+sL5+vqma3EpzBSOu64IUrt2belnQ0ND3r59y7Nnz5RcFra2tnL8i0yhQpFtNWTIEFxcXHBxccny3GvXrtGgQYMMx3h6eiq1W5DJXzp16oSTkxNffvmlWpdW2ialMkWXZs2aoaWlhbOzs9rz5ubm3Lx5k6ioKLp165Zhb7i4uDhu3LhRJFPrZQVGg4SEhGS5gquMTEFibm7OvHnzsmU5ULhHM0IODi1YGjRowJYtW+jTpw8lS5ZU2X1HREQobb5kiiY6OjpMmjQp3UygFi1acP78eXx8fNiyZQsXL17kl19+4fTp0ypjjxw5gp2dXV6LnCfICoyG0NPT48yZMwXWgExGJieUL1+ej7u1q+Phw4d5XlJdRjMolMzOnTur1K0KDw/PMMZP5tPA1NRUKohXvXp1Ro0axYoVK9ixY4dKBfqgoKA8L8CYV8gKjIZo2LAhISEhcolumSJFmzZtOH/+vNIxdYGe27dvx97ePr/EktEAbdu2lQpzKkhOTs52gKdM0cTGxoZhw4ZJvwuCgL29vVR4UUFycnKhqOmSE2QFRkM0b95cNs3KFDksLS0JCAiQfl+/fj1Dhw4lJiZGaVxkZOQn3WrhU0RbW5uWLVuyZcsWQM5AKm5YWVmp9B9r3749ly9fZvz48QwaNIgDBw4U6R5lRVPtKoTUrFmTuXPnFrQYMjLZQltbm0aNGrFv3z46depEeHg4gwcP5ty5c1ITzWfPnsmZK0WUvn37cvjwYZycnOjQoUOW6vPExcUxd+5cZs+enQ8SyuQ3bm5uvH79mlKlStG5c2cVK11RQrbAaBB9ff2CFkFGJts4ODjw7NkzBg0axC+//KJSkv7w4cNSM1KZoke3bt2YMWMGOjo6DBkyJNPx+/btIzk5WaVFisyngZ6eHpUqVcLAwIDTp09LrVaKIrICIyMjw9ChQ5k3bx7Vq1enZMmSxMfHS+fCwsLkooBFHGNjY3r16pVhFpkoipw7d46jR48yYcIErly5ko8SyhQERTX2RUHRll5GRkZj1KlTR/pZ0TtJ0TdHTo/+dElJSWHbtm2cP38eKysrVqxYga6uLi9fvixo0WRkMkRWYGRkZFSoUaMGDx8+pGrVqoWmTwk8GgAAIABJREFUyqxM3rB8+XKaNm2Ku7u7SvM+GZnCjKzAyMjIqNC0aVNCQkJ48+YN9erVK2hxZPIIURR59uwZVlZWBS2KzKdHCnkcpiIrMDIyMio0atSI48eP8+zZMzp37lzQ4sjkEVevXpWrh8vkFXluupVtwzIyMioYGBgQGRnJ3bt35fpGnzBHjhyRM8xkiiyyAiMjI6OW9u3bq5Qdl/m0iIqKomzZsmrPGRoa8ubNm3yWSEYm68guJBkZGbV8++23fPXVVwUthkwekZSUlGGAtqmpKXfu3JFdTDKFFtkCIyMjoxZBEOTijJ8wwcHBWFhYpHu+UaNGXLt2jbi4OO7du5d/gsnIZBFZgZGRkZEphhw9ehRra+t0z5uZmREWFoajoyMrV67MR8lkZLKGrMDIyMjIFENiY2MxNjZO97yuri5BQUF06dIFIyMjperMMjKFAVmBkZGRkSlmxMTEUKZMmUzHNW3alF69evH999+zdu1aXrx4kQ/SychkDVmBkZGRkSlmXL16laZNm2Y6zs3NjRIlStCoUSNMTU0ZPXo0iYmJ+SDhp8fBgwcLWoRPDlmB+cR58+YNoigWtBgyMjKFiJCQkCwpMGn59ttvGTp0KGfOnMkjqT5dwsPDcXZ25vnz5wUtyieFrMB84owfP57jx48XtBgyMjKFiKdPn1KpUqVsz+vUqRMBAQF5INGnx5o1awgLCwPA19eX2bNnc/Xq1QKW6tNCVmA+YV68eIGZmRmHDh0qaFFkZGQKETntMK6vr09ycnIeSPRpIYoit2/fZtWqVUCqJbxdu3aEhoYWsGSfFrIC8wlz5swZunbtirGxsZxBUMgJDg7O0NUniiL//vsvSUlJ+SiVzKdKTpSXj1m9ejVjx47VgDSfHpcvX6Zdu3aYm5sTEREBQNmyZXn9+nWW1xBFkdjY2LwS8ZNAVmCKMJGRkTg4OKT7Ib916xb169enY8eOBAYG5rN0MlklMDCQv/76i3HjxnHz5k21Y27fvs3MmTPx9/fPZ+kKD9evX8fHx4ehQ4fKsQS5ICUlJVcKjI6ODomJifz333+YmJgAqdbegrDMPHnyJN+vmRVOnDhB586dsbW1ZcyYMVhaWgJImxRRFHFzcyMhISHdNa5du4a9vb00Z/fu3Tx+/DjvhS9CFEsFJjk5mffv3xe0GLkmNDSUFi1acODAAURR5OLFi0rn3759i6GhIW3atJED7woYddaVy5cvM2nSJPz8/Jg/fz6LFi3i77//ZtGiRfz8889Kc0JDQ5kwYQLXr1/PT7ELhLCwMGbMmMHDhw+5desWALt27WLPnj3Url2bqVOnsmfPngKWsugSGRlJuXLlcjzf1NSUu3fvAqlNP9++fcuiRYuyHWuniWym3r17F8oqwTExMZQuXZoKFSrw119/YWNjA4CxsTHR0dHs3LmTsmXLsn79+nTXOHjwIA4ODhw5coSbN28SFhbG4sWLefDgQX69jEJPsVRgjh49yubNmwtajExJTEzMUPG4evUqffv25caNGwQHB+Ps7Mzt27dVxunp6ZGYmCi5Hx4/fsyAAQPkL4F8IjIyki+//FKphkZSUhJ//PEHM2bMwN3dHUEQ0NXVZdq0adjY2GBra8u+ffuk8Tdv3sTS0pK3b98WxEvIV37//XcmTJjAunXrOHjwIO7u7vzzzz84OztjbW2NmZkZ4eHhBS1mkeXJkydUrVo1x/Pr1q1LSEgIBgYG1K5dmzt37iAIAqdOncryGrGxsbRv357o6Ogcy3Hnzh3s7OxYtmyZStNRURRxcXFh7Nix+ZaF+eTJE7755htu376t1GOqdOnS0s+tWrXi4sWLnDt3jtGjRytZVD62Jr169Yo+ffoQEBDAjh07GDlyJG5ubqxduzbvX0wRoVgqMFeuXOHOnTsFLUameHh4sGHDBiXTbNoYiJcvX1KpUiWSk5Px9fVl9+7dLF26lKSkJERRVDIT9+jRg7179wKwcuVKvL29VSw2WSE5OblYfIn+X3t3HmdT/T9w/PWeRcxMtsaaEc0woWFsYUxljzIpLbavURSlokj58rOFUWQpX/QlQvUNhSIhier3k2IsY6wxyk6WRqixzOf3x71zvveafdw7d+54Px+P+5h7P+ecz/2czz1zzud8tuNKy5Yt45VXXuGbb76xwlavXs1jjz1GUFAQRYsWdVo/NDSUVq1asWHDBivsypUrN8VziVJSUvDx8aFkyZKMGjWK/v3707ZtWwYNGuS03l133cX8+fNZs2aNh1LqXhcvXqRbt24Z3pDcqGPHjlGhQoU8bx8REcH8+fMJDw8nNDSU/fv34+/vn+U2vXr14u+//7Y+L1++nLi4OKuTa1589dVXdO3alW7dutG/f3+nmpilS5dy//3307Jly1wVrHLKGJOuP9qsWbOYPXs2cXFx9OnTJ8PtGjZsyMcff0yHDh0AKFq0KH/99RerVq2iW7duVl/Fa9eu4e/vj6+vLykpKZQoUYLixYsTGBiIr69vutqrw4cPs2jRIpfvZ0F3UxZgLly4kOVTWAuCq1evkpqaSpcuXayq2RUrVtC7d+906/r7+xMZGUnx4sV5/vnnmTp1Kps3b3aa5yE6OpoffviBjz76iNDQ0CynEM/K888/z8SJE63PFy9e5PDhw3mK63rLly+3hh0WJr/99hvt27e3hlAaY/jmm2+Ijo7OdBsRoUSJEvzxxx/88ccfVmE0o5NXYbJy5UoefPBBp7AGDRo43cUCdO/enWvXrrF3717+93//N1/Slpqayo8//uiWuA8dOmT1f5o5cyZvvfUWo0aN4oMPPnD5dx07duyGamCKFSvGiy++SMOGDQkNDeXjjz+matWq3HrrrVy4cCHd+ps2bcLPz8+pIJGQkECLFi1ITk7GGJOnY/rkyZOUL1+e+vXrM3ToUOsG7fz58/z444+0adOGmJgYaxTm5MmT09XU5NXnn39Ojx49nAZHpKSkULZsWT744ANuv/32DLcLCAhg7ty53HfffQA0atSIn3/+mXXr1jFhwgRrH/bt20f16tUBGDlyJC+99JIVR3h4eLoayJkzZ96U3QSyvYqLyDUR2ebwGmwPXy8iex3CP3PY5h8ikiAiO0Vku4i8LyLp5q0WkdIiskZEfrH/LeWwrJk93p0i8p1DeFv79+5PS0t2jDGsXLmSI0eOpMWRk83czhjDnDlzMqzi3LhxI40bN6ZFixasXr2alJQU1q9fT2RkJIcOHeLy5cvWXc/w4cN58sknAahVqxb+/v5MmjSJBx54wIpPRHjjjTeoWLEiTz31FADly5fnxIkTOU5vcnIy1atXd+p4tnTpUsaNG5du3XPnzrFkyZIcxw2wZs0aFi9enKttvEFqaiq+vr5ERkby2muv8fLLL9OmTZtsC9GdO3dm7NixDBkyhBdffBGw3cGl1ZxdvXqVl19+mfHjx7t9H/LLxo0badSoUbbr+fr68vTTT/PCCy+wYMGCLGsqfv/9d8aOHZttnH/88Yf1/vDhw4wYMYIPP/zQCpszZw7//ve/3VJ7O3nyZGbOnMmBAwf466+/eOONNwgLC8PPz8/l33XixAnKly9/Q3E88MADVKpUiRIlSjBs2DC6detG9erVM/wdvvrqKyZPnmxdYM+fP0/x4sUREaKiooiLi+Ppp5/m/fffz/Z7586dm65/GPz3XGaMYeTIkbz22msA+Pj4EBAQwKJFizhy5AiLFi1i2rRpfPTRR4CtH1puz1OXLl3ihx9+4I033rDSfPLkSYKDg3MVD0BUVBSzZ88mNDSUevXqsX37dsDWSlC3bl0AAgMDna5ZNWrUYPfu3dbntLwICwuzrnGutG3bNoYMGcIrr7xiFQCNMTz//PMu/67cykk1xF/GmEiH15sOy7o5hD8OtgIG8ArQzhhTC6gHbAAymjVpMLDWGFMNWGv/jL2wMx142B7HE/ZwX2Aa0A6oCXQRkZrZ7cCRI0f45ZdfWLJkCX/++SdBQUGULFmSs2fP5mD33Wf27NkcP36cL774wil8/fr1LFmyhGbNmuHj40PDhg15+umniY2NpVu3bixatCjLmTT79u1Lu3btCAwMdAoPCgqiRYsW1oWzfv36bNmyJcfpTUxMJCIiAl9fX6v6dNeuXYSFhTkVhIwxjBgxIssJrzZt2sQTTzzBzz//zMGDB9m6dSu1a9fO87DBTZs2ceDAAVasWMHkyZPzFIe7Pfnkk4wfP5533nmHdu3aZbt+lSpVmDBhAtOnT7dOjvfdd591Jzt9+nT69OlDyZIlMx295E3mzp1Lo0aNcnWDISKMHj2a77//npEjR2a4znvvvceRI0cyvPt2rDHo06cPK1as4OTJk0yYMIHBgwdz6dIl66KSlJTEtGnTWLBgQe52LBtHjhyhWrVqdOzYkdGjR/PMM89Yy9Jq4VwpJSXFpc2RderUoUiRIlSvXj3DGtTLly8TEBBgNW0vW7aMmJgYAGJiYnjwwQeZN28ex48f58yZM+m2nzBhAosXL8YYw759+2jfvj0zZsxIVwjz9/dnwYIFtGzZkjJlyljhTz31FMYY3n77bbZv387BgwfZvn07165dY8OGDTkaoWmMYf/+/ezatYtBgwYxYMAAQkNDOXr0KFu3bmXKlCl07949t1lHYGAg7777LrGxsdbcPMYY9u7dS3h4eIbbhIeHW53bwXZchoaG0qVLF95//33++c9/unRE2IIFCxgzZgyPPfaYdYO5Z88eGjdu7LLvyCt3tKMMBV41xhwFMMZcM8bMMcbszWDdDsA8+/t5wCP2912BJcaYQ/Y40sZM3gPsN8YkGWMuAwvscWQpJCSEfv36cfLkSevCf/fdd7Nz584872Ru/etf/6JXr15OExklJSUxdOhQjhw5wqBBg/j1119JTU3l888/Z+LEiRQrVgyATp06MWvWLCIiIrjttts4c+aMVUOTER8fH2JjY7NNU+3atXM1sVJCQgK1a9cmMjKSLVu2kJKSQpEiRWjXrp3VvyMlJYV//etfPPTQQ5QpUybD+WeMMXzyySf85z//Yffu3XzxxRd8+OGH9OzZk+Dg4EznSjh8+DBTp07N8EK0dOlSVq5cya5du/j999+d2tvz6pdffrFGWxw7doxnn302xyMejDGcOHGCK1euZNs/IDeCgoI4ffo0u3bt4vTp09SoUYPu3buzcOFCl31Hfpk9ezZvvPEGxhiOHj3KiRMnePTRR3MdT6lSpejVqxfh4eHpOqZfvXqVlJQU2rZty08//QTAX3/9xbvvvsugQYOIjY3lwoUL7Nu3j1atWpGYmMjw4cMZN24cxYoVo1evXixatIgzZ84QHBxMYGAgly5dcsn+p/nuu+9o1qwZ0dHRzJ071+nGo2bNml4z8uz6ztXLly9n2rRpVvNfrVq12LlzJ1u3biUiIsJar27duvj6+tK7d2/mzJnjFOfly5e5ePEi8fHxJCQkULNmTdq2bUu5cuXo3Lmz07oDBw5kx44d6ZogQ0JC6NSpEyLCsGHD6N+/PxERESQlJfH7778TGBhIamoqCQkJTJkyJcN9mzp1KitWrGDLli3ExcVRqVIlwPasqN27d9OhQ4c81cAAlCxZ0uoHl/Z7X7lyBV9f3wzXDwgIcDqvbt68mQYNGhAcHEzx4sWpU6cO8+fPz1Na0nz55ZdcunSJM2fOUKpUKXx8fIiOjiY+Ph6Ar7/+Okc3Ye6Wk/rJYiKyzeHzOGNM2tnyYxFJy8k1xphBQC0gp7f15YwxaV2vT/DfWprqgL+IrAduBd4xxswHbgccO1wcAbKvb7a77bbbWLVqFf369ePq1assW7aMe++9N8ttNm7ciIjkqFo7M1u3biUoKIhp06YRFxdH7dq1OXv2rDWHwosvvsilS5cYOXIkrVu35sEHH0x3F+p4UouKimLz5s2ULVs2z2lKi/PSpUts2rSJ6dOnM2fOnCzvfo8ePUr58uVp06YNEydO5MyZM7Ro0YK77rrLqpKdOnUqjRs3Jjo6mtTUVLZs2ULTpk2d4pkxYwYPP/ww/v7+9OjRw2lZREQEiYmJ1KhRg1OnTlGzpq2C7dtvv+Xbb7+lXbt29OvXj27dutGkSRPAVljw8fGxmlm++eYbNm7cSLNmzW4of5YuXcqBAweYOnUq77//Pq+++irLli3L0eRd48ePJykpiSpVqtCqVasbSsf1hgwZwscff8zrr78O2PokeFu/GGMMBw4c4OGHH2bSpEkcPXqUUaNG3VCcXbp0Yd68ebz33ns899xzJCQkEB8fT3R0NNHR0bz77rs0adKE8ePH06VLF8LCwtizZw+LFy/m1KlTPPPMM9b/ZBo/Pz98fX359ttvrT5LgYGBXLhwgaCgoAzTkZqaSt++fZk+fXq6ZsJ33nkHf39/+vbty5w5c6hVqxZ79uyha9euGcZVs2ZN1qxZQ1RU1A3lTX645ZZb+PPPPzHGEBcXR506dXj00Uetp163bduWAQMGZFpTUa5cOc6ePcuRI0fw8fGhYsWK/PzzzzRq1IgSJUowceJEpk2bho+PD4899li67W+99Vbi4uKyTGNAQAABAQFERERYfdLq1q3L1q1bmTt3LnXr1k13c3jt2jV+//13Ro8enS6+IkWKZPrb5UWbNm146623sn3Mg2MNy+7du638GDBgAGDrVpBm27ZtREZG5jgNBw4cYNmyZZw6dQofHx9rCDjYhtDv37+fI0eO3PD1xxXy0oTkeKvn2IQ06PoNRSTC3o/lgIh0yupLjK0hL61h0w+oDzwEPAAME5HqOdsl67t7i8hmEdmcNny1S5cuLF68mLJly1KhQgWOHTuWbTyffPKJNXlYXofjLV68mC5dulC0aFGMMVy7do01a9bQpk0ba52AgABatWrF22+/ne0FLyYm5oZP9mmMMcyePZtOnTplOUlaamoq165dQ0Ssgs/ixYuJioqyqj1PnDhhDY8EaNy4cboOlnPnzqVy5cqZFi7uvvtuEhMTmT9/PjNnzmTv3r1s3bqV+Ph4xowZQ9OmTZkyZQo//vijdUd96NAh7rjjDiuO2rVrOz1z5PPPP2fo0KG5/v0uXLjAK6+8wsCBAylWrBjh4eE5OmbA1s4/efJkzp07ZxW0XCU4OJj+/fs7FWrTLqoFRUJCQoZTFQwbNoxly5axY8cOIiIiaNy4MY0aNaJHjx7ceuutN/y9PXr0oESJErzyyit89913nD17lhYtWhAUFMTFixc5d+6c1dzh4+NDzZo1SUhI4Ny5c+kKL2m6detGQkKC1Sfhvvvuy7J5dPny5YSEhLB06VKn8IsXL1o1Of3796d48eIsXbqUKlWqZHrjULlyZa+a9yM8PJxnn32WNm3a0L59eypWrEhAQABgu4GcN29elue3AQMG8MUXXzBhwgR2797N2rVruffee4mKimL+/PkuOUbA1o9k9erVBAcH07JlSyZNmkRUVBQ9evRI1ycmPj7emojO3YKDg/Hz86Nly5ZZrhcSEsLhw4etCQQz6yt18eJF+vbtm6uO7p999hnjx48nMTGRzZs3OzVlde/encGDB9O8efMcx+dOru8hBjux9XtZZ4zZAUSKyL+AYhmse1JEKhhjjotIBSCtqegIcMYYcxG4KCLfA3Xs4SEO21cCMpya0BgzE5gJ0KBBAwNQoUIFa9he2kXX0YEDByhdurR1Ilu/fj3Nmzdn06ZNpKSk0KlTJ7p3756u9H/t2rVMq/vSpLU5p/U7SUhIsDrepmnTpg3R0dH5OkIq7a4iNTWVYcOGOVW/Dh8+nPDwcLp27crq1audaquGDBnC2bNnrX+cnj178sQTTzj15ylVqpRTc9DVq1fZtWtXlp1Oy5cvz6FDhzDGMHbsWIYPH87ff//NO++8Y63j5+fHCy+8wLhx42jUqBGbN2+mYcOG1vKyZctaM7Wmpqbyf//3f9SpU4ddu3ZRq1Yta70///yTkydPEhYWlmFajDHcdddddO3a1boja9u2Lc8//zylSpXi/vvvp1ixYtaIgjSnT58mODiYgICAfOtge99997F27VpiYmIKxAi7HTt2sGTJEjp37mz9b6QVgDds2EB8fDwDBw4EyHI0Vl507tyZO++8M12tadGiRXnvvffS/f/ef//9bN26NdP4wsPDne6+77nnHsaOHZuuqQJsx8x3333HxIkTGThwIB07drQKJzNmzOCpp56iatWq3HHHHTRq1IjHH388y30REavJNDk5Od1orNy60Vl4sxMbG0ubNm0yHYWTnTJlyvDCCy9w7do1+vfvT4UKFTKt6boRRYsW5ZdffmHixIkEBQVx6tQpHnroIXx9falTpw5Tp04lKSmJSZMmsW7dOp577jmXpyEzcXFx2f5GrVq1om/fvkRGRvLqq6+mW37rrbdy/vx51q5dy5QpU6x+W02aNMn0WvXBBx9Qo0YNkpOTKVmyJCNHjkw36i4gIIAPP/ww3dQPnuKOM9044G0RqeQQllHhBWAZkNaG0ANIu/p9AUSLiJ+IBGBrJtoNbAKqiUhVESkCdLbHkWOOd/4NGjSgf//+1h3OhAkTrBPVTz/9xIIFC+jQoQOVK1dm+vTpDBgwgE2bNjnF9+mnn9KuXTunwtDKlSutEu/1cy40a9bMGiqX0UGadreS33x8fPDz87Pu4j/99FOio6OpWLEigwcP5vDhw041RsWLF6dKlSrW57CwML755htKly7tFO8999zDxIkTSU1NZcmSJRlW/ToSESIiIujatSuBgYE8/PDDDB06NN0dxi233MLly5ez7fD25ZdfWh0FV6xY4bRs9uzZvPnmmxn2uXG8I2/SpIn1WzVr1owZM2ZYNSA//PBDuo6La9asoXXr1lnup6tFRUWxatUqWrRoUSCm2T948CCPPPKIU/+NPXv2ULNmTVq3bo2I5Hkof3Yya/J95plnqFmzpjU8NU1MTAxDhgzJcfz+/v6ZNtmtWrWKtm3bIiK0b9+egQMHMmLECIYOHcptt93GnXfemesm6aCgIPbs2UPLli0z7OSaG2k1QO7i6+ub58LL9fHExcXx8ssvuyBVGVu9erVVOFq6dKl1PHbr1o2KFSvy8MMPM3/+fE6fPn3DBcfcyEkBMzQ0lEmTJjF69OgM05bWFJ9WezR8+HCOHj3KpEmTMozvzJkzHDt2jKSkJOrVqwfYzvGOI1nTFCtWrMCM5M1LH5hVxpi04cuOfWBOG2NaGWO+EpEywEr7qKE/gEQgo0civwksEpFewG/AkwDGmN0isgpIAFKB940xiQAi8qI9Ll9gjjEmzz1xO3ToQNu2bRk9ejQ9e/akYcOGnD9/noMHD7J48WKmT5+OiPD0008TExPDSy+9xM6dO/ntt9+44447OHjwIHv27OGRRx6x5iT48ccfSUpK4tChQ9SrV4/4+Hin2oGSJUtSp06dXLVJ5pe+ffsyaNAgGjVqxP79+xkzZgxAjqsLMxrZ0LFjRzZu3Mhbb73FqVOn0tU6ZcSxTfn+++/PdL2wsDAOHjzI33//bXV4TuPn50dKSgrfffcdb7/9NiLCuXPn2LFjB1999RVNmjTh1KlTDB48mCVLltCrVy+n7bds2WL9I2ekXLlylCtXjgYNGjBo0CBatGhB1apViYyMJDExMV0HQ3cTEV599VWKFSvGrFmzGDp0qNPy6yc2dLfLly/TsGFDtmzZYnXY3LhxIy1btqRKlSq0aNEi39KSpkKFCtYEYo7SZkHOjfDwcKtTexpjDGvWrLHmSWrRooVL9jM6Opphw4Yxa9YsVqxYQWxsLCNGjKBPnz65ns/lRueAyU/uKuCmcfzNr6/lSbvRGjFiRIbHjKeJCNWqVct0+T333MO0adMQEWtiyE6dOjFjxgyr+TbNlStXGDNmDK+//voND6/Pb9nWwBhjfK/rAzPYHt7MGBPuEN7KYZt5xpgIY0xNY0yUMaa3Q2ddx7jPGGNaGmOq2Qs/Zx2WTbBvf7cxZopD+FfGmOrGmFBjTPaTO2TjlltuQURYuHAhrVu3pkuXLsyYMYOXXnrJqoovUqQIq1evxs/PjyeeeIJPP/2UK1eu8Pbbb/P66687DWtbsWIFffv2pXfv3nzwwQfEx8c7neTA9s8RGhp6o0l3uXLlyvHWW2/RtGnTDDus5VXjxo1p3ry5NTeDq0RHR2fattu6dWvGjRtH/fr1rQv3K6+8wrp163j66adJSkpixIgRmU5Lv3XrVqvPQ1aKFi1Knz59SElJYf78+Rw/ftwaDpnfQkNDqVixotMIhatXrzJo0KAsn7niDiJCWFiY07wge/futfoqFZQ7uLx68sknmTp1qtP079u2bcv1MPCcaNq0KQsWLCAyMpI9e/Zw8OBBzp07x1dffcX58+cZPnw4EyZMyNEkbcePH7+hWXhvNqNGjXJ5E2d+KF26NKdPn043gOLZZ5/l3//+N8nJydZUGJ999hldu3b1usIL3KQz8V7vscceo1q1alSuXJny5cszfvx4QkJCMlw3ODiYU6dOsXDhQp566imKFCniVIBJu3iFhoZy6NAhfH19C0x7YU4UL16catWqufwk3LhxY5efOKtVq8b69eszTGvjxo1Zu3YtTzzxhBVWtmxZ+vXrR9myZXnqqaesGqNKlSpx4MAB1q9fz7Rp0zDGWA9jy4m7776bzp078z//8z/ExsY6zePhCeXLl+f48eMMGTKEfv368cwzz+T7A++MMfj5+VmjJZKSkqhcubLXF1zSFC1alLFjxxIXF2ddCDKaRdgVRARfX19EhKJFizJ//nxGjRrFvn37mDVrFr1796Zly5bMmjUr27h+/fVXpw7vqvAaN26cU7M/2GqmBwwYwKRJk+jfvz9Xrlxh27Zt+dZJ2dW0AANERkZm25nOUe/evdm5c6fVNHT77bdz9OhRLly44DQyZNCgQRl2sFKuISKMHDmS/v37p1vm4+PD+vXrc9Q00KNHD4YPH86yZcusTnF5GZZcunRpvv76a6e+QZ7WP09PAAAST0lEQVTQsmVLXnrpJRo2bMj06dMJDw93acFh5MiRTs+BiY+Pp2fPntbntKegg+2EuXv3biZPnuy0TmFQtmxZevfuzdy5czHGkJyc7LJRMplp2bIlCQkJlCpVig4dOhAYGEilSpWoV68ev/32W7bb3+hzkJT3CAgIyLBD/5133smoUaPo3r07cXFxhIaGeu2NhTtGIRV6YWFhTtPnp41oio+Pp379+la4OzvLKZvKlStnuiy7kWFpgoKC+OCDD/D397falvP62xWEE0GNGjX47LPPnMLKlCnDyZMns51fIjurVq3izz//ZN26dbRu3ZqTJ0/yn//8h+bNm1v9hg4fPmz9Li+88II154mnOqi7U0REBPPmzWPlypXpRqO5Q+PGja25Tpo2berURFCxYsUcPSagIByjyvMaNWrExx9/nK6/nDfRGhgXMcawadMmpw67ynsUKVLEOrGXLVu2QAxFdqU6deo4zY2TVxs2bODNN99k/fr1XL16lTFjxjBq1Cg6depkzXty6NAhqwBz2223sXDhwnSPtShM+vbty/bt293SfHQ9X1/fTEfc3XvvvVlOi+/uIdTKu4gIU6dOdcvztvJL4TpLe1BISAg7duywZp1UqiCpVasWiYmJNxyPMQZ/f38CAwOJi4vjueeeIygoiCJFimCM4fLlyxw6dCjTPmSF0Z133sk///lPjxcO7r77buvRIBlNuLhv374COXhAqbzSAoyLNGjQoNDdtavCIzg4+IYfXnrp0iVruHpsbCy+vr5OEwM2b96cH374wauG6hYmvr6+pKamcvHiRV5++WWmT5/utPzLL7/Ml1oipfKLXnFdJCIiIsPOpEoVNKdPnyY5OTnX223cuNGagK1SpUrp2s6joqLYsGFDllObK/eqVasWffr0Yfz48Rw/ftzpoabunsROqfymBRgX8ff3L5CT0ymVplSpUuzYsYNhw4YxYcKEXG+/YcOGLB8qWKxYMZKTk/njjz9uJJnqBjz66KNMnjyZKlWq8Mgjj1iP9khKSqJq1aoeTp1SrqW3SUrdJHr27Mmjjz7K4sWLWbt2LS+99BJ+fn5Mnjw5R9tnNOPx9WJiYtJN1a/yT7FixazfqF69eixcuJBOnTrx+eef849//MPDqVPKtbQGRqmbRIkSJVi7di2lSpXi8ccf58033yQwMDBHT+leuHBhjkbY3X///TrPSAEhIoSEhPDzzz9z/PhxypYt6+kkKeVSWoBR6ibiOFImMDCQatWqOU33D7bOuo6FGmMM27ZtK5DPhFFZ6927N+vXr9cJNVWhpAUYpW5iLVu2ZPXq/z5ndfv27cTGxvL9999bYTt27Ej3PC/lHW655RZee+21G57AUKmCSAswSt3EKlWqxOHDh7l27RqXL1/m/fff55NPPmHlypXWOl9//TUPPPCAB1OplFLpaSdepW5yPXv25LXXXuPMmTMMGzYMf39/ihQpQmpqKj4+PiQnJ1O6dGlPJ1MppZxoAUapm9xdd93FxIkTOXXqlNXRMywsjKSkJMLCwjycOqWUypgWYJRSAE6jVOrXr098fDwVKlQolA9hVErlj5MnT7otbu0Do5RKJzw8nD179pCYmEhERISnk6OUUulITuaA8HYi8iew19PpuAkFA6c9nYiblOa9Z2i+e4bmu2eEG2NudQwQkRh3fJExZvn1YTdLE9JeY0wDTyfiZiMimzXfPUPz3jM03z1D890zRGSzJ7//ZinAKKWUUsrNMqopcRftA6OUUkopr3OzFGBmejoBNynNd8/RvPcMzXfP0Hz3DI/m+03RiVcppZRShcvNUgOjlFJKqUKkUBRgRCRERNaJyC4R2Ski/e3hpUVkjYj8Yv9byh4uIvKuiOwXkQQRqefZPSj43JHHIhIgIitEZI89zjfze78KOncf2yKyTEQS82NfvIm78l1EiojITBHZZz/uH8vP/Sro3JjvXURkh32dVSISnJ/75Y3y8FvcJSI/ikiKiOTL488LRQEGuAoMNMbUBBoDL4hITWAwsNYYUw1Ya/8M0A6oZn/1Bmbkf5K9jrvy+G1jzF1AXaCpiLRz4z54I7cd2yLSEbjgxrR7M3fl+1DglDGmOlAT+M59u+CVXJ7vIuIHvAM0N8bUBhKAF929I4VAbn+Ls0A/4O38SmChKMAYY44bY7bY3/8J7AZuBzoA8+yrzQMesb/vAMw3NhuBkiJSIZ+T7VXckcfGmEvGmHX295eBLUAlt++MF3HXsS0iQcAAYIybd8ErufGc0hMYZ4831Rijk685cFO+i/0VKCICFAeOuXdPvF9ufwtjzCljzCbgSn6lsVAUYByJSBVsd/M/AeWMMcfti04A5ezvbwcOO2x2xB6mcsAdeSwiJYEYbCV6lQEX5/toYCJwyR1pLUxcle/2YxxgtIhsEZFPRaQcKkOuyndjzBXgeWAHtoJLTWC2u9JdGOXwt8h3haoAY7+rXAy8bIw577jM2IZb6ZCrG+SOPLZX8X4CvGuMSXJJQgsZV+a7iEQCocaYpa5NZeHj4uPdD1sN4wZjTD3gR/Kxut2buPh498dWgKkLVMTWhPRP16W2cCvI19VCU4CxH6SLgY+NMUvswSfTqhPtf0/Zw48CIQ6bV7KHqSy4MY9nAr8YY6a4PtXezw353gRoICK/Av8LVBeR9e5JvfdyQ76fwVbjlRbXp4AOILiOG/I9EsAYc8B+wV0ERLkp+YVKLn+LfFcoCjD2ds3ZwG5jzCSHRcuAHvb3PYAvHMJj7T3YGwPJDlViKgPuymMRGQOUAF52W+K9mDvy3RgzwxhT0RhTBYgG9hljmrlxN7yOm/LdAMuBZvaglsAu9+yBd3LTeeYoUFNEytg/t8bWn0NlIQ+/Rf4zxnj9C9tJ2GCrGtxmfz0I3IatT8UvwDdAafv6AkwDDmBrF23g6X0o6C9X5jGwzf63kj3O3Q5xPuPpfS1IL3fk+3XxVwESPb2fBe3lrnwH7gC+t8e7Fqjs6X0tSC835vtz9vNMArZC5G2e3teC/srDb1EeWx+k88Af9vfF3ZlGnYlXKaWUUl5Hn0atlFIqSyISk1G4yccnDyt1vULRB0YppZRSN5c8NSGVKlXK3H57wZk2ZefOnaeNMWUyWx4cHGyqVKmSjylSSqnCIzk5GYC//voLgGLFigFQokQJj6VJeV58fHym115XlROyur7nqQnp9ttvZ8mSJdmvmE/Cw8N/y2p5lSpV2Lx5c34lRymlCpXly20tRbt32wbv1KhRA4CYmAxbltRNQkQyvfa6qpyQ1fVdm5CUUkop5XW0AKOUUkopr+OWAkzdunWdPi9ZsoQ33ngjy21yso5SSimlvE+NGjXo0KED7du3p1+/flZ/qut17tw5x3FqDYxSSiml3Kpo0aJ88cUXfPnll/j7+7NgwQKn5VevXgVIF56VfJ8H5uzZs4wYMYJjx2xPMx8yZAj169d3Wmfw4MEUKVKExMRELl68yODBg2nevHl+J1UppZRSLtagQQP27t3LTz/9xDvvvEPx4sU5ePAgq1evpm7dumzdujVH8bilAPP333/ToUMH63NycjItWrQAYOzYsfTo0YMGDRpw7NgxevXqxcqVK9PFcfToUT777DMOHTpEbGwsUVFR3HLLLe5IrlJKKaXywdWrV/n++++59957Adi1axfLly8nJCQkmy3Tc0sBJq2qKM2SJUtITEwEYMOGDezfv99aduHCBS5evJgujnbt2uHj40OVKlUICQkhKSnJGrqnlFJKKe/hWLHRoEEDHn/8cbZu3UpERESeCi/ggSak1NRUFi1alG1tiu1BmJl/VkoppZR3uL5iI01AQECe48z3TrzR0dF8+OGH1ue0iZGut2rVKlJTUzl06BCHDx+matWq+ZVEpZRSShVw+V6AGTp0KImJicTExPDggw/yySefZLhehQoVePzxx3n22WcZNWqU9n9RSimllMUtTUjX9yDu2LEjHTt2BKB06dJMmTIl3TaO6wBERUXpvDBKKaVUIZDRyKJGjRrRqFEj6/O5c+coWbJkjuPUeWCUUkop5VEnT56kc+fO9OzZM8fb5Hsn3px48803PZ0EpZRSSuWTcuXKsXr16lxtozUwSimllPI6WoBRSimllNfRAoxSSimlvI4YY3K/kcjvwG+uT06e3WGMKZPZQhH5E9ibj+kp7IKB055ORCGjeep6mqeuU8Lhb7JDeHIG66rc8ebjNNNrrwvLCZl/R14KMN5GRDYbYxp4Oh2Fhean62meup7mqeuISIz97SRgQFq4MWa5Z1JUeOhxmncFchSSUkqpgiOtoCIiI7TQogoK7QOjlFJKKa9zsxRgZno6AYWM5qfraZ66nuap62meup7maR7dFH1glFJKKVW43Cw1MEoppZQqRAp1AUZE2orIXhHZLyKDPZ0ebyUiv4rIDhHZJiKb7WGlRWSNiPxi/1vK0+ksyERkjoicEpFEh7AM81Bs3rUftwkiUs9zKS+4MsnTkSJy1H6sbhORBx2W/dOep3tF5AHPpLpgE5EQEVknIrtEZKeI9LeH67GaB1nkpx6nLlBoCzAi4gtMA9oBNYEuIlLTs6nyas2NMZEOw/0GA2uNMdWAtfbPKnNzgbbXhWWWh+2AavZXb2BGPqXR28wlfZ4CTLYfq5HGmK8A7P/7nYFa9m2m288RytlVYKAxpibQGHjBnnd6rOZNZvkJepzesEJbgAHuAfYbY5KMMZeBBUAHD6epMOkAzLO/nwc84sG0FHjGmO+Bs9cFZ5aHHYD5xmYjUFJEKuRPSr1HJnmamQ7AAmNMijHmILAf2zlCOTDGHDfGbLG//xPYDdyOHqt5kkV+ZkaP01wozAWY24HDDp+PkPWBozJngK9FJF5EetvDyhljjtvfnwDKeSZpXi2zPNRj98a8aG/OmOPQtKl5mksiUgWoC/yEHqs37Lr8BD1Ob1hhLsAo14k2xtTDVl38gojc57jQ2Iay6XC2G6B56DIzgFAgEjgOTPRscryTiAQBi4GXjTHnHZfpsZp7GeSnHqcuUJgLMEeBEIfPlexhKpeMMUftf08BS7FVaZ5Mqyq2/z3luRR6rczyUI/dPDLGnDTGXDPGpAKz+G/1u+ZpDomIP7aL7cfGmCX2YD1W8yij/NTj1DUKcwFmE1BNRKqKSBFsHaOWeThNXkdEAkXk1rT3QBsgEVte9rCv1gP4wjMp9GqZ5eEyINY+wqMxkOxQfa+ycF3/i0exHatgy9POInKLiFTF1un05/xOX0EnIgLMBnYbYyY5LNJjNQ8yy089Tl2j0D4LyRhzVUReBFYDvsAcY8xODyfLG5UDltr+D/ED/mOMWSUim4BFItIL2xNHn/RgGgs8EfkEaAYEi8gRYATwJhnn4VfAg9g68F0Cns73BHuBTPK0mYhEYmvi+BXoA2CM2Skii4Bd2EaGvGCMueaJdBdwTYHuwA4R2WYPG4Ieq3mVWX520eP0xulMvEoppZTyOoW5CUkppZRShZQWYJRSSinldbQAo5RSSimvowUYpZRSSnkdLcAopZRSyutoAUYplWcicpvDE3VPODxh94KITHfTd74sIrFZLG8vIm+447uVUgWHDqNWSrmEiIwELhhj3nbjd/gBW4B6xpirmawj9nWaGmMuuSstSinP0hoYpZTLiUgzEfnS/n6kiMwTkR9E5DcR6Sgi40Vkh4issk+1jojUF5Hv7A8NXZ3JU41bAFvSCi8i0k9EdtkfircArGf1rAfa58vOKqU8QgswSqn8EIqt8PEw8BGwzhgTAfwFPGQvxEwFHjfG1AfmAGMziKcpEO/weTBQ1xhTG3jOIXwzcK/L90IpVWAU2kcJKKUKlJXGmCsisgPboz1W2cN3AFWAcOBuYI39sRW+2J7Se70KwG6HzwnAxyLyOfC5Q/gpoKIrd0ApVbBoAUYplR9SAIwxqSJyxfy3810qtvOQADuNMU2yiecvoKjD54eA+4AYYKiIRNibl4ra11VKFVLahKSUKgj2AmVEpAmAiPiLSK0M1tsNhNnX8QFCjDHrgNeBEkCQfb3q/PcJv0qpQkgLMEopjzPGXAYeB94Ske3ANiAqg1VXYqtxAVsz00f2ZqmtwLvGmD/sy5oDK9ybaqWUJ+kwaqWUVxGRpcBrxphfMlleDviPMaZl/qZMKZWftACjlPIqIhIOlDPGfJ/J8obAFWPMtvxNmVIqP2kBRimllFJeR/vAKKWUUsrraAFGKaWUUl5HCzBKKaWU8jpagFFKKaWU19ECjFJKKaW8jhZglFJKKeV1/h/5yK7T+db63QAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "chs2 = ['EEG 050','EEG 051','EEG 052','EEG 053','EEG 054','EEG 055','EEG 056', 'EEG 057', 'EEG 058', 'EEG 059', 'EEG 060']\n",
+ "chan_idxs2 = [raw.ch_names.index(ch) for ch in chs2]\n",
+ "ecg50to60 = raw.plot(order=chan_idxs2, start=200, duration=1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "eGFoOHsrcy2L"
+ },
+ "source": [
+ "**Task 3:** How long between event and brain activity? [30 Points]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 642
+ },
+ "id": "DoZQlOqmUkWg",
+ "outputId": "38e141c9-97f9-419d-db14-42f9d1edd835"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+ " c = np.array(c)\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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QBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF/af9QAAgLFs27ZtKo9rpQUA6EK11mY9hqmoqm8luTvJt2c9ljm0JuZ9Fsz7bJj32TDvs/GwJLe21l64+Mqq2jiNb9Zau3Dx58OeHmqtPb6qtrTWNsx6LPPGvM+GeZ8N8z4b5n02JvP+wge/53QMGy0AwMrYcUVkWuxpAQC6MHq0nDPrAcwp8z4b5n02zPtsmPfZmOm8D7sRFwAYy+grLQDAILqNlqpaV1WXVNX1VXVdVf3e5PrHVtVnq+rLkz8PnlxfVfWuqrqpqq6pqqNm+wxWv2nMcVU9oqr+tqr+3+Qx37LSz2u1m/axXVWfrKqtK/FcejKtea+qA6vqnKr60uS4/3cr+bx6MMW5f0lVXTu5z8VVtWYln1dv9uLv4Z9X1d9V1Y+r6rUrMsjWWpcfSQ5JctTk8i8l+VKSw5P8UZIzJtefkeStk8snJrkoSSU5Nslls34Oq/1jGnOc5BFJjp9cPjDJF5KcMOvnupo+pnlsJzk5yYeTbJ3181xtH9Oa9yRnJ3nT5PJ+SdbM+rmuto8p/azZP8kd98335LHOmvVzXc0fe/H38E+SPCPJm5O8diXG2O1KS2vtG621KyeXf5DkhiSHJtmU5NzJ3c5N8uLJ5U1J/qIt+PskB1XVISs87K5MY45baz9srV0yufyTJFcmeeLUn0xHpnVsV9Wjkvx+kjdN+Sl0aYo/U16W5L9PHnd7a80vRNvBlOa+Jh+PrKpK8ugkt0/3mfRtT/8eWmt3tNYuT/LTlRpjt9GyWFWtT3JkksuSrG2tfWNy0zeTrJ1cPjTJLYu+7NbJdeyGacxxVR2UZGOSzy3zcIexzPP+xiRvS/LDaYx1JMs175NjPEneWFVXVtVfV9XasKTlmvvW2k+T/Jck12YhVg5P8r5pjXs0u/n3sOK6j5bJ/z1+LMlrWmvfX3xbW1i/8vKofTSNOa6q/ZOcl+RdrbWvLMtAB7Oc815VRyR5cmvt48s7yvEs8/G+fxZWEr/YWjsqyd8l+ePlGutolvmYPyAL0XJkkickuSbJHy7faMe1mv9d7TpaJgflx5J8qLV2weTqbfctE07+vGNy/W1J1i368idOrmMXpjjH5yT5cmvtHcs/6v5NYd6fmWRDVX0tyf9O8qtV9fnpjL5fU5j3f8zCytZ9j/XXSbwIYCemMPdHJElr7R8m/9B+JMlxUxr+MPbw72HFdRstk3OU70tyQ2vt7Ytu+mSS0yeXT0/yiUXXnzbZdX5skjsXLXexE9Oa46p6U5LHJHnN1AbfsWnMe2vtPa21J7TW1id5dpIvtdaeN8Wn0Z0pzXtLcmGS502u+vUk10/nGfRrSj9rbktyeFU9fvL5v8nCHg2WsBd/Dytvmrt8p/mRhR+8LQtLfldPPk5M8rgs7JH4cpL/meSxk/tXkj9P8g9ZOMe5YdbPYbV/LOccJ7l68ucTJ495w6LH/K1ZP9fV9DGNed/h8dfHq4dWbN6T/HKSSyeP+7kk/2zWz3W1fUxx7n978rPmmizE4+Nm/VxX88de/D380yzsJ/p+ku9NLj96mmP0G3EBgC54l2cAdqqqNu54XVuhd/OFnel2TwsAMF/26PTQwQcf3A49dPX8apPrrrvu2621x+/stjVr1rT169ev8IgAxnHnnXcmSe655548/OEPT5I85jGPmeWQWAWuuOKKJf/tXa5OWOrf9z06PXTooYfmggsuePA7rpCnPvWpX1/qtvXr12fLli0rORyAoVx44cKZoBtuuCGHHXZYkmTjxgecMWLOVNWS//YuVycs9e+700MAQBdECwDQhWWLliOPPPIXPr/gggvyhje8YZdfszv3AQD6c9hhh2XTpk056aST8upXvzr33HPPTu936qmn7vZjWmkBAJbdwx72sHziE5/Ipz71qRxwwAE5//zzf+H2e++9N0kecP2urMjvafnOd76TM888M7ffvvCu4K973ety9NFH/8J9zjjjjBx44IHZunVr7r777pxxxhk5/vjjV2J4AMAUbdiwITfeeGMuu+yyvPOd78yjH/3ofPWrX83mzZtz5JFH5qqrrtqtx1m2aPnRj36UTZs23f/5nXfemec///lJkje/+c05/fTTs2HDhtx+++15+ctfnosuuugBj3Hbbbflox/9aG6++eacdtppOe644/LQhz50uYYIAKywe++9N5deemme85znJEmuv/76XHjhhVm3bt2DfOUDLVu03LcMdJ8LLrggW7duTZJ88YtfzE033XT/bXfddVfuvvvuBzzGCSeckP322y/r16/PunXr8pWvfOX+l9kBAP1YvJixYcOGnHLKKbnqqqvy9Kc/fa+CJVmh00Pbt2/PRz7ykQddNVl4g8mlPwcA+rDjYsZ9HvGIR+z1Y67IRtxnP/vZ+eAHP3j/5zfcsPN3B7/44ouzffv23HzzzbnlllvypCc9aSWGBwB0YEWi5fWvf322bt2ajRs35sQTT8x555230/sdcsghOeWUU/KKV7wiZ599tv0sAMD9lu300I47f08++eScfPLJSZLHPvaxecc73vGAr1l8nyQ57rjj/N4WABjAzl4RdMwxx+SYY465//Pvfve7Oeigg3b7Mf2eFgBgxW3bti2nnnpqXvayl+3216zIRtzd8Za3vGXWQwAAVsjatWuzefPmPfoaKy0AQBdECwDQBdECAHShWmu7f+eqbyX5+vSGs8d+ubX2+J3dUFU/SHLjCo9ndGuSfHvWgxiMOV1+5nT5PGbRn3dOLt+5xH3Zfb0fo7v6t3e5OmGn32OPoqUnVbWltbZh1uMYiTldfuZ0+ZnT5VNVGycX357k95OktXbh7EY0Bsfo3ls1rx4CYHW5L1Cq6kyxwmpgTwsA0IWRo+WcWQ9gQOZ0+ZnT5WdOl585XV7mcy8Nu6cFABjLyCstAMBAhouWqnphVd1YVTdV1RmzHk+vquprVXVtVV1dVVsm1z22qj5bVV+e/HnwrMe5mlXV+6vqjqrauui6nc5hLXjX5Li9pqqOmt3IV68l5vSsqrptcqxeXVUnLrrtDydzemNVvWA2o17dqmpdVV1SVddX1XVV9XuT6x2re2kXc+pY3UdDRUtVPSTJnyc5IcnhSV5SVYfPdlRdO761dsSil+adkeRzrbWnJPnc5HOW9oEkL9zhuqXm8IQkT5l8vDLJe1ZojL35QB44p0nyJ5Nj9YjW2qeTZPLf/qlJnjb5mndPfkbwi+5N8l9ba4cnOTbJqyZz51jde0vNaeJY3SdDRUuSf5nkptbaV1prP0lyfpJNMx7TSDYlOXdy+dwkL57hWFa91tqlSb6zw9VLzeGmJH/RFvx9koOq6pCVGWk/lpjTpWxKcn5r7cetta8muSkLPyNYpLX2jdbalZPLP0hyQ5JD41jda7uY06U4VnfTaNFyaJJbFn1+a3Z9oLC0luQzVXVFVb1yct3a1to3Jpe/mWTtbIbWtaXm0LG7b353cqri/YtOW5rTPVRV65McmeSyOFaXxQ5zmjhW98lo0cLyeXZr7agsLAW/qqqeu/jGtvCyMy892wfmcNm8J8mTkxyR5BtJ3jbb4fSpqh6V5GNJXtNa+/7i2xyre2cnc+pY3UejRcttSdYt+vyJk+vYQ6212yZ/3pHk41lYqtx23zLw5M87ZjfCbi01h47dvdRa29Za+1lrbXuS/5GfL6ub091UVQdk4R/XD7XWLphc7VjdBzubU8fqvhstWi5P8pSqelJVHZiFjU2fnPGYulNVj6yqX7rvcpJ/m2RrFuby9MndTk/yidmMsGtLzeEnk5w2eWXGsUnuXLQ0zy7ssJ/iN7NwrCYLc3pqVT20qp6UhY2j/2elx7faVVUleV+SG1prb190k2N1Ly01p47VfTfUew+11u6tqt9NsjnJQ5K8v7V23YyH1aO1ST6+8N9d9k/y4dbaxVV1eZKPVNXLs/Aunv9+hmNc9arqvCTPS7Kmqm5NcmaSt2Tnc/jpJCdmYQPeD5P8pxUfcAeWmNPnVdURWTh98bUk/zlJWmvXVdVHklyfhVdzvKq19rNZjHuVe1aS/5jk2qq6enLd6+JY3RdLzelLHKv7xm/EBQC6MNrpIQBgUKIFAOiCaAEAuiBaAIAuiBYAoAuiBdgjVfW4Re9S+81F71p7V1W9e0rf8zVVddoubj+pqt4wje8NrB5e8gzstao6K8ldrbU/nuL32D/JlUmOaq3du8R9anKfZ7XWfjitsQCzZaUFWBZV9byq+tTk8llVdW5VfaGqvl5VJ1fVH1XVtVV18eRXnKeqjq6q/zV5Y87NS7xb8POTXHlfsFTVq6vq+smbzp2f3P/eOJ9PctKKPFlgJkQLMC1PzkJwvCjJXya5pLX29CT3JPmNSbj8aZJTWmtHJ3l/kjfv5HGeleSKRZ+fkeTI1tqvJfntRddvSfKcZX8WwKox1K/xB1aVi1prP62qa7PwthoXT66/Nsn6JE9N8i+SfHbylhEPycI73+7okCQ3LPr8miQfqqq/SfI3i66/I8kTlvMJAKuLaAGm5cdJ0lrbXlU/bT/fQLc9Cz97Ksl1rbVnPsjj3JPkYYs+/40kz02yMcnrq+rpk1NHD5vcFxiU00PArNyY5PFV9cwkqaoDquppO7nfDUl+ZXKf/ZKsa61dkuQPkjwmyaMm9/vV/Pxdc4EBiRZgJlprP0lySpK3VtX/TXJ1kuN2cteLsrCykiycQvrLySmnq5K8q7X2vcltxyf52+mOGpglL3kGVr2q+niS/9Za+/ISt69N8uHW2q+v7MiAlSRagFWvqp6aZG1r7dIlbn9Gkp+21q5e2ZEBK0m0AABdsKcFAOiCaAEAuiBaAIAuiBYAoAuiBQDogmgBALrw/wEU1o7D2dZ37QAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ],
+ "source": [
+ "# the following code plots the stimulus channel for the same time\n",
+ "chan_idxs3 = [raw.ch_names.index('STI 014')]\n",
+ "stim = raw.plot(order=chan_idxs3, start=200, duration=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "id": "_DnKFQyMdPDF"
+ },
+ "outputs": [],
+ "source": [
+ "# TODO Please combine the last two plots into one.\n",
+ "# the plot should show EEG channels 50-60 and the stimulus channel together."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "BUx2ga3HUuzb"
+ },
+ "source": [
+ "***Task 3 Answer:*** The plot showing EEG channels 50-60 and the stimulus channel together is shown below:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 642
+ },
+ "id": "o63ptfbDgnbM",
+ "outputId": "7ddb8432-6c30-4c12-bac4-bfca29579c94"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
+ " c = np.array(c)\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "chan_idxs_combined = chan_idxs2 + chan_idxs3\n",
+ "ecgcombined = raw.plot(order=chan_idxs_combined, start=200, duration=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "id": "S900Gm1zderC"
+ },
+ "outputs": [],
+ "source": [
+ "# TODO Please estimate the time between stimulus and brain activity.\n",
+ "# TODO: YOUR ANSWER"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "2MKZBgM7vs1N"
+ },
+ "source": [
+ "***Answer:*** . Let's say the time instant of stimulus is T1. We can find time for the maximum of the brain activity just after the stimulus , say T2 (We have to look from 200.2s to 200.6s as evident from plot above). For this, we can consider any EEG channel, say *'EEG 054'*.\n",
+ "\n",
+ "T2 - T1 will the time between stimulus and brain activity."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "id": "JuLwBTeNf4IL"
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "def give_max_time(channel_name,lower_limit, upper_limit):\n",
+ " freq = raw.info['sfreq']\n",
+ " start_stop_seconds = np.array([lower_limit, upper_limit])\n",
+ " start_sample, stop_sample = (start_stop_seconds * freq).astype(int)\n",
+ " channel_index = raw.ch_names.index(channel_name)\n",
+ " raw_sel = raw[channel_index, start_sample:stop_sample]\n",
+ " time = raw_sel[1]\n",
+ " values = raw_sel[0][0]\n",
+ " max_val = values[0]\n",
+ " max_time = time[0]\n",
+ " for i in range(len(values)):\n",
+ " if values[i] > max_val:\n",
+ " max_val = values[i]\n",
+ " max_time = time[i]\n",
+ " print(\"Maximium for the channel \" + channel_name + \" in the range \" + str(lower_limit) + \" to \" + str(upper_limit) + \" found at \" + str(max_time))\n",
+ " return max_time"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "o5lwTnZmyLBx",
+ "outputId": "67bff2ed-d4d7-4816-e258-5ede19d85f79"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Maximium for the channel EEG 054 in the range 200.2 to 200.6 found at 200.35963463556033\n",
+ "Maximium for the channel STI 014 in the range 200.2 to 200.6 found at 200.26972678963904\n",
+ "0.08990784592128875\n"
+ ]
+ }
+ ],
+ "source": [
+ "T2 = give_max_time('EEG 054',200.2, 200.6)\n",
+ "T1 = give_max_time('STI 014',200.2, 200.6)\n",
+ "print(T2 - T1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "_5aI81aRy5UU"
+ },
+ "source": [
+ "*Estimated Time Difference: 0.0899 seconds*"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "rLSbojsodr9X"
+ },
+ "source": [
+ "**Task 4:** Localize different brain waves for different stimuli! [35 Points]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "7RVcoFYxOBeo",
+ "outputId": "092313ab-6886-495c-dfe0-1bf55148b749"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "320 events found\n",
+ "Event IDs: [ 1 2 3 4 5 32]\n",
+ "Not setting metadata\n",
+ "Not setting metadata\n",
+ "320 matching events found\n",
+ "Setting baseline interval to [-0.19979521315838786, 0.0] sec\n",
+ "Applying baseline correction (mode: mean)\n",
+ "3 projection items activated\n",
+ "Loading data for 320 events and 421 original time points ...\n",
+ "0 bad epochs dropped\n"
+ ]
+ }
+ ],
+ "source": [
+ "# the following code groups all stimuli together\n",
+ "# and allows the visualization of average brain activity per stimuli.\n",
+ "events = mne.find_events(raw, stim_channel='STI 014')\n",
+ "event_dict = {'auditory/left': 1, \n",
+ " 'auditory/right': 2, \n",
+ " 'visual/left': 3,\n",
+ " 'visual/right': 4, \n",
+ " 'face': 5, \n",
+ " 'button': 32}\n",
+ "\n",
+ "picks = mne.pick_types(raw.info, eeg=True)\n",
+ "\n",
+ "epochs = mne.Epochs(raw, events, event_id=event_dict, picks=picks,\n",
+ " preload=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 131
+ },
+ "id": "USb3eSTsS1We",
+ "outputId": "4ed3169f-fbd3-436c-a85d-0b4420a36964"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ " Using multitaper spectrum estimation with 7 DPSS windows\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": 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\n",
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+ "